# Difference: LogBookAstronomyEntry0010 (1 vs. 5)

#### Revision 509 Sep 2013 - PedroPaiva

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 META TOPICPARENT name="LogBookAstronomy"

# Log Book Entry No.10

 Created: 05 Sep 2013 22:16:19 Last Revised: 09 Sep 2013 18:18:03 PedroPaiva Minuit and iMinuit analysis
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```    def meanPSF(self, radius = 20, fixAngle = False) :

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```Pedros-MacBook-Pro:~ pekapa\$ ipython

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 roi number PyMinuit Fisical Result? iMinuit Fisical Result? HotPixel?
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 0 ```fval = 3378.59308005 {'A': 148065.77491357646 'bg': 572.3827252516722 'angle': -61.91430148618889 'muy': -8.716784396039797 'mux': -16.485752060172157 'sigy': 1.847472559732902 'sigx': 13.82756811415661}``` No ```fval = 3378.59308005 {'A': 148065.77491357646 'bg': 572.3827252516722 'angle': -61.91430148618889 'muy': -8.716784396039797 'mux': -16.485752060172157 'sigy': 1.847472559732902 'sigx': 13.82756811415661}``` No Yes 1 ```fval = 2423.61433436 {'A': -1689302.7632115947 'bg': 585.9531959869913 'angle': 25.813492531895776 'muy': -13.423944301993608 'mux': -4.504492734579577 'sigy': 25122.810112512532 'sigx': 2.0492586927351626}``` No `False` - Yes 2 ```fval = 2621.31010476 {'A': -7801603.7402832 'bg': 565.2894243102445 'angle': 77.34715405737066 'muy': 16.02349753811419 'mux': 27.94127875595934 'sigy': 52188.23219050946 'sigx': 5.368321266056039}``` No ```fval = 2535.55500632 {'A': 77486.75875832487 'bg': 562.1384442511143 'angle': 54.79707404918241 'muy': 51.009931508035926 'mux': 16.362362275226417 'sigy': 8.96720420446321 'sigx': 4.950876482213082}``` No Yes
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 0 `fval = 3378.59308005 {'A': 148065.77491357646 'bg': 572.3827252516722 'angle': -61.91430148618889 'muy': -8.716784396039797 'mux': -16.485752060172157 'sigy': 1.847472559732902 'sigx': 13.82756811415661}` No `fval = 3378.59308005 {'A': 148065.77491357646 'bg': 572.3827252516722 'angle': -61.91430148618889 'muy': -8.716784396039797 'mux': -16.485752060172157 'sigy': 1.847472559732902 'sigx': 13.82756811415661}` No Yes 1 `fval = 2423.61433436 {'A': -1689302.7632115947 'bg': 585.9531959869913 'angle': 25.813492531895776 'muy': -13.423944301993608 'mux': -4.504492734579577 'sigy': 25122.810112512532 'sigx': 2.0492586927351626}` No `False` - Yes 2 `fval = 2621.31010476 {'A': -7801603.7402832 'bg': 565.2894243102445 'angle': 77.34715405737066 'muy': 16.02349753811419 'mux': 27.94127875595934 'sigy': 52188.23219050946 'sigx': 5.368321266056039}` No `fval = 2535.55500632 {'A': 77486.75875832487 'bg': 562.1384442511143 'angle': 54.79707404918241 'muy': 51.009931508035926 'mux': 16.362362275226417 'sigy': 8.96720420446321 'sigx': 4.950876482213082}` No Yes

 3 `False` - `False` - Yes
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 4 ```fval = 18518.6448802 {'A': 623566.7725842549 'bg': 609.5961996123447 'angle': -15.41095131751726 'muy': 20.3925970025792 'mux': 20.66268940748408 'sigy': 4.131982235159669 'sigx': 4.933146602350255}``` Yes ```fval = 18518.6448722 {'A': 623567.1999263188 'bg': 609.5961485797089 'angle': -15.411527948512415 'muy': 20.39258392808676 'mux': 20.662691735365026 'sigy': 4.131973085959172 'sigx': 4.933151038863691}``` Yes No 5 ```fval = 8121.49521915 {'A': 299288.64674829907 'bg': 582.5445902567951 'angle': 1.1331914186329755 'muy': 20.44991495209858 'mux': 19.759599654212277 'sigy': 4.0625827956205045 'sigx': 4.7601946288987245}``` Yes ```fval = 8121.49521995 {'A': 299288.7100926881 'bg': 582.5446999143275 'angle': 1.1328993370255063 'muy': 20.449903147360263 'mux': 19.75959910126001 'sigy': 4.062583581715732 'sigx': 4.7601920177616}``` Yes No 6 ```fval = 6983.43103961 {'A': -8756953.244731816 'bg': 567.1947388548588 'angle': 46.92096407674063 'muy': 21.14230508304217 'mux': 20.830279673077776 'sigy': 5.567315049734359 'sigx': 54447.86619203548}``` No ``` fval = 6955.0230036 {'A': 365509.23907745775 'bg': 563.4214190637549 'angle': 38.36013587526631 'muy': 108.57998839846091 'mux': 95.17800199712902 'sigy': 38.53978707406289 'sigx': 3.969993706388433}``` No Yes
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 4 `fval = 18518.6448802 {'A': 623566.7725842549 'bg': 609.5961996123447 'angle': -15.41095131751726 'muy': 20.3925970025792 'mux': 20.66268940748408 'sigy': 4.131982235159669 'sigx': 4.933146602350255}` Yes `fval = 18518.6448722 {'A': 623567.1999263188 'bg': 609.5961485797089 'angle': -15.411527948512415 'muy': 20.39258392808676 'mux': 20.662691735365026 'sigy': 4.131973085959172 'sigx': 4.933151038863691}` Yes No 5 `fval = 8121.49521915 {'A': 299288.64674829907 'bg': 582.5445902567951 'angle': 1.1331914186329755 'muy': 20.44991495209858 'mux': 19.759599654212277 'sigy': 4.0625827956205045 'sigx': 4.7601946288987245}` Yes `fval = 8121.49521995 {'A': 299288.7100926881 'bg': 582.5446999143275 'angle': 1.1328993370255063 'muy': 20.449903147360263 'mux': 19.75959910126001 'sigy': 4.062583581715732 'sigx': 4.7601920177616}` Yes No 6 `fval = 6983.43103961 {'A': -8756953.244731816 'bg': 567.1947388548588 'angle': 46.92096407674063 'muy': 21.14230508304217 'mux': 20.830279673077776 'sigy': 5.567315049734359 'sigx': 54447.86619203548}` No ` fval = 6955.0230036 {'A': 365509.23907745775 'bg': 563.4214190637549 'angle': 38.36013587526631 'muy': 108.57998839846091 'mux': 95.17800199712902 'sigy': 38.53978707406289 'sigx': 3.969993706388433}` No Yes

 7 `False` - `False` - Yes
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 8 ``` fval = 3079.2565078 {'A': 124189.01527936573 'bg': 567.5158998998949 'angle': -18.183098579813944 'muy': 3.3437289634734535 'mux': -35.89335953230764 'sigy': 3.6148545826651546 'sigx': 19.67907563361348}``` No ```fval = 3079.2565078 {'A': 124189.01527936573 'bg': 567.5158998998949 'angle': -18.183098579813944 'muy': 3.3437289634734535 'mux': -35.89335953230764 'sigy': 3.6148545826651546 'sigx': 19.67907563361348}``` No Yes
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 8 ` fval = 3079.2565078 {'A': 124189.01527936573 'bg': 567.5158998998949 'angle': -18.183098579813944 'muy': 3.3437289634734535 'mux': -35.89335953230764 'sigy': 3.6148545826651546 'sigx': 19.67907563361348}` No `fval = 3079.2565078 {'A': 124189.01527936573 'bg': 567.5158998998949 'angle': -18.183098579813944 'muy': 3.3437289634734535 'mux': -35.89335953230764 'sigy': 3.6148545826651546 'sigx': 19.67907563361348}` No Yes

 9 `False` - `False` - Yes 10 `False` - `False` - Yes
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 11 ```fval = 2241.27588185 {'A': -64789.424921831946 'bg': 563.5845256995262 'angle': -4.755160035503593 'muy': 509.90028376518273 'mux': -6.161575102932611 'sigy': 286.73257957087094 'sigx': 1.5080630902914556}``` No ```fval = 2241.27588185 {'A': -64789.424921831946 'bg': 563.5845256995262 'angle': -4.755160035503593 'muy': 509.90028376518273 'mux': -6.161575102932611 'sigy': 286.73257957087094 'sigx': 1.5080630902914556}``` No Yes 12 ``` fval = 3858.40551076 {'A': -6762.088958596599 'bg': 588.4291717223091 'angle': 55.09528025167285 'muy': 17.667571776975617 'mux': 15.333538688748039 'sigy': -5.765826983183968 'sigx': 3.5984939042514306} ``` No `False` No Yes
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 11 `fval = 2241.27588185 {'A': -64789.424921831946 'bg': 563.5845256995262 'angle': -4.755160035503593 'muy': 509.90028376518273 'mux': -6.161575102932611 'sigy': 286.73257957087094 'sigx': 1.5080630902914556}` No `fval = 2241.27588185 {'A': -64789.424921831946 'bg': 563.5845256995262 'angle': -4.755160035503593 'muy': 509.90028376518273 'mux': -6.161575102932611 'sigy': 286.73257957087094 'sigx': 1.5080630902914556}` No Yes 12 ` fval = 3858.40551076 {'A': -6762.088958596599 'bg': 588.4291717223091 'angle': 55.09528025167285 'muy': 17.667571776975617 'mux': 15.333538688748039 'sigy': -5.765826983183968 'sigx': 3.5984939042514306} ` No `False` No Yes

 13 `False` - `False` - Yes 14 `False` - `False` - Yes 15 `False` - `False` - Yes
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 16 ```fval = 79401.1079512 {'A': 2280723.370917509 'bg': 696.6552058220949 'angle': -17.549555250077802 'muy': 20.721862561557515 'mux': 21.25101564813208 'sigy': 4.165314055626622 'sigx': 4.987261125363536}``` Yes ```fval = 79401.1079492 {'A': 2280723.2216387773 'bg': 696.6551709994527 'angle': -17.54971146587401 'muy': 20.721858082355272 'mux': 21.251014224626317 'sigy': 4.165313439830403 'sigx': 4.98726449309343}``` Yes No 17 ```fval = 8265.04834761 {'A': 318460.6660450181 'bg': 584.8436751336843 'angle': 0.7205946567492845 'muy': 20.701559609319204 'mux': 20.47444321671409 'sigy': 3.9979386357959004 'sigx': 4.6529124791490055}``` Yes ```fval = 8265.04834986 {'A': 318460.6801322455 'bg': 584.8435888096394 'angle': 0.7209462116732794 'muy': 20.70156218034965 'mux': 20.474427952661088 'sigy': 3.9979452774711093 'sigx': 4.652917359691424}``` Yes No 18 ```fval = 3246.11658959 {'A': 120769.86287339163 'bg': 587.7045500545522 'angle': 57.3005400521329 'muy': 19.940220643614698 'mux': 19.008156557811258 'sigy': 5.014290569209643 'sigx': 4.16288425188374}``` Yes ```fval = 3246.1165949 {'A': 120770.01194514554 'bg': 587.7051157276667 'angle': 57.29884741919943 'muy': 19.94022228209817 'mux': 19.008137658232293 'sigy': 5.014260392116431 'sigx': 4.1628811025415375}``` Yes No 19 ```fval = 10650.2174752 {'A': 454917.38597829104 'bg': 611.0589058577422 'angle': -24.263068801984502 'muy': 20.608474933253397 'mux': 20.018131005923294 'sigy': 4.098961542052516 'sigx': 4.883202766309448}``` Yes ```fval = 10650.2174743 {'A': 454917.02672682033 'bg': 611.0591621248678 'angle': -24.262914713071837 'muy': 20.608473744078925 'mux': 20.0181281847428 'sigy': 4.098957468647641 'sigx': 4.883207350418244}``` Yes No 20 ```fval = 42253.5062368 {'A': 1247740.29406449 'bg': 648.5195788289112 'angle': -31.775418513179076 'muy': 20.9273700132327 'mux': 20.61891841279177 'sigy': 4.332325134518958 'sigx': 5.290521845689175}``` Yes ```fval = 42253.5062376 {'A': 1247740.4289249901 'bg': 648.5194137481546 'angle': -31.775312043438007 'muy': 20.927369705775664 'mux': 20.618919306229234 'sigy': 4.332325465960032 'sigx': 5.290518069241512}``` Yes No 21 ```fval = 7800.06134809 {'A': 339635.4256425956 'bg': 599.445381549316 'angle': -28.316344768643205 'muy': 20.418671753837884 'mux': 20.14162161272486 'sigy': 4.080722479609732 'sigx': 4.944232085345582}``` Yes ```fval = 7800.0613482 {'A': 339635.6316690559 'bg': 599.4454178466127 'angle': -28.31593725079665 'muy': 20.418674292654757 'mux': 20.14163411117907 'sigy': 4.080721308516051 'sigx': 4.944228809885553}``` Yes No 22 ```fval = 2691.32143359 {'A': 11531.979063474304 'bg': 571.6804495460534 'angle': 17.753898625873845 'muy': 20.544546583514432 'mux': 25.248673568548273 'sigy': 4.562988664359767 'sigx': 5.1249257343406915}``` Yes ```fval = 2691.32143244 {'A': 11531.618825405401 'bg': 571.6803722290349 'angle': 17.763403542972995 'muy': 20.54449291866988 'mux': 25.24866481054502 'sigy': 4.562888870011636 'sigx': 5.124959686954614}``` Yes Maybe* 23 ```fval = 9121.895719 {'A': 384903.90541824716 'bg': 600.071553869503 'angle': -28.554169424319667 'muy': 20.116014838587393 'mux': 20.527557354100754 'sigy': 4.157478592503187 'sigx': 5.0602417469584}``` Yes ```fval = 9121.89571952 {'A': 384903.3192244213 'bg': 600.0707714951126 'angle': -28.555258327219654 'muy': 20.116017611253604 'mux': 20.527589315564626 'sigy': 4.157476975596071 'sigx': 5.06023364743324}``` Yes No
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 16 `fval = 79401.1079512 {'A': 2280723.370917509 'bg': 696.6552058220949 'angle': -17.549555250077802 'muy': 20.721862561557515 'mux': 21.25101564813208 'sigy': 4.165314055626622 'sigx': 4.987261125363536}` Yes `fval = 79401.1079492 {'A': 2280723.2216387773 'bg': 696.6551709994527 'angle': -17.54971146587401 'muy': 20.721858082355272 'mux': 21.251014224626317 'sigy': 4.165313439830403 'sigx': 4.98726449309343}` Yes No 17 `fval = 8265.04834761 {'A': 318460.6660450181 'bg': 584.8436751336843 'angle': 0.7205946567492845 'muy': 20.701559609319204 'mux': 20.47444321671409 'sigy': 3.9979386357959004 'sigx': 4.6529124791490055}` Yes `fval = 8265.04834986 {'A': 318460.6801322455 'bg': 584.8435888096394 'angle': 0.7209462116732794 'muy': 20.70156218034965 'mux': 20.474427952661088 'sigy': 3.9979452774711093 'sigx': 4.652917359691424}` Yes No 18 `fval = 3246.11658959 {'A': 120769.86287339163 'bg': 587.7045500545522 'angle': 57.3005400521329 'muy': 19.940220643614698 'mux': 19.008156557811258 'sigy': 5.014290569209643 'sigx': 4.16288425188374}` Yes `fval = 3246.1165949 {'A': 120770.01194514554 'bg': 587.7051157276667 'angle': 57.29884741919943 'muy': 19.94022228209817 'mux': 19.008137658232293 'sigy': 5.014260392116431 'sigx': 4.1628811025415375}` Yes No 19 `fval = 10650.2174752 {'A': 454917.38597829104 'bg': 611.0589058577422 'angle': -24.263068801984502 'muy': 20.608474933253397 'mux': 20.018131005923294 'sigy': 4.098961542052516 'sigx': 4.883202766309448}` Yes `fval = 10650.2174743 {'A': 454917.02672682033 'bg': 611.0591621248678 'angle': -24.262914713071837 'muy': 20.608473744078925 'mux': 20.0181281847428 'sigy': 4.098957468647641 'sigx': 4.883207350418244}` Yes No 20 `fval = 42253.5062368 {'A': 1247740.29406449 'bg': 648.5195788289112 'angle': -31.775418513179076 'muy': 20.9273700132327 'mux': 20.61891841279177 'sigy': 4.332325134518958 'sigx': 5.290521845689175}` Yes `fval = 42253.5062376 {'A': 1247740.4289249901 'bg': 648.5194137481546 'angle': -31.775312043438007 'muy': 20.927369705775664 'mux': 20.618919306229234 'sigy': 4.332325465960032 'sigx': 5.290518069241512}` Yes No 21 `fval = 7800.06134809 {'A': 339635.4256425956 'bg': 599.445381549316 'angle': -28.316344768643205 'muy': 20.418671753837884 'mux': 20.14162161272486 'sigy': 4.080722479609732 'sigx': 4.944232085345582}` Yes `fval = 7800.0613482 {'A': 339635.6316690559 'bg': 599.4454178466127 'angle': -28.31593725079665 'muy': 20.418674292654757 'mux': 20.14163411117907 'sigy': 4.080721308516051 'sigx': 4.944228809885553}` Yes No 22 `fval = 2691.32143359 {'A': 11531.979063474304 'bg': 571.6804495460534 'angle': 17.753898625873845 'muy': 20.544546583514432 'mux': 25.248673568548273 'sigy': 4.562988664359767 'sigx': 5.1249257343406915}` Yes `fval = 2691.32143244 {'A': 11531.618825405401 'bg': 571.6803722290349 'angle': 17.763403542972995 'muy': 20.54449291866988 'mux': 25.24866481054502 'sigy': 4.562888870011636 'sigx': 5.124959686954614}` Yes Maybe* 23 `fval = 9121.895719 {'A': 384903.90541824716 'bg': 600.071553869503 'angle': -28.554169424319667 'muy': 20.116014838587393 'mux': 20.527557354100754 'sigy': 4.157478592503187 'sigx': 5.0602417469584}` Yes `fval = 9121.89571952 {'A': 384903.3192244213 'bg': 600.0707714951126 'angle': -28.555258327219654 'muy': 20.116017611253604 'mux': 20.527589315564626 'sigy': 4.157476975596071 'sigx': 5.06023364743324}` Yes No

 24 `False` - `False` - Yes 25 `False` - `False` - Yes 26 `N/A` - `N/A` - Border
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 27 ```fval = 158635.492056 {'A': 4755186.972049388 'bg': 817.710091916564 'angle': -14.335336283339558 'muy': 20.702638747414024 'mux': 20.468195757583572 'sigy': 4.030161743320317 'sigx': 5.016437669674367}``` Yes ```fval = 158635.492056 {'A': 4755187.13309057 'bg': 817.710084278245 'angle': -14.335342088668952 'muy': 20.702638594781725 'mux': 20.468195534949217 'sigy': 4.030161855437403 'sigx': 5.016437504780601}``` Yes No
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 27 `fval = 158635.492056 {'A': 4755186.972049388 'bg': 817.710091916564 'angle': -14.335336283339558 'muy': 20.702638747414024 'mux': 20.468195757583572 'sigy': 4.030161743320317 'sigx': 5.016437669674367}` Yes `fval = 158635.492056 {'A': 4755187.13309057 'bg': 817.710084278245 'angle': -14.335342088668952 'muy': 20.702638594781725 'mux': 20.468195534949217 'sigy': 4.030161855437403 'sigx': 5.016437504780601}` Yes No

 28 `False` - `False` - Yes 29 `N/A` - `N/A` - Yes (Border)
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 30 ```fval = 4730.28737714 {'A': 221648.16244415983 'bg': 565.5254987621598 'angle': -20.057313309873365 'muy': -24.619690830644288 'mux': 21.859940217961046 'sigy': 14.061872184162592 'sigx': 4.16667977659773}``` No ```fval = 4730.28737714 {'A': 221648.16244415983 'bg': 565.5254987621598 'angle': -20.057313309873365 'muy': -24.619690830644288 'mux': 21.859940217961046 'sigy': 14.061872184162592 'sigx': 4.16667977659773}``` No Yes 31 ``` fval = 46791.7008351 {'A': 732627.1282683008 'bg': 697.5547581602436 'angle': -89.99999999999903 'muy': 20.56922514681664 'mux': 20.328924261179086 'sigy': 4.71064666922819 'sigx': 4.512853355049917}``` Yes ```fval = 46791.7008337 {'A': 732627.2267353914 'bg': 697.5546352952638 'angle': -89.99999999992897 'muy': 20.56922926843171 'mux': 20.32893120453606 'sigy': 4.7106414007324595 'sigx': 4.512853262308565}``` Yes No 32 ```fval = 2702.20303182 {'A': 23692.66263572543 'bg': 577.3992575746125 'angle': -14.918186124736707 'muy': 5.398620091547762 'mux': 41.36462277632608 'sigy': 4.029794154091341 'sigx': 5.532377233259187}``` Yes ```fval = 2702.20303182 {'A': 23692.66263572543 'bg': 577.3992575746125 'angle': -14.918186124736707 'muy': 5.398620091547762 'mux': 41.36462277632608 'sigy': 4.029794154091341 'sigx': 5.532377233259187}``` Yes Maybe* 33 ``` fval = 9833.97893579 {'A': 491989.24580358044 'bg': 611.5441512128597 'angle': -26.72840609058195 'muy': 20.20607973606682 'mux': 20.260319149964648 'sigy': 3.9631044083838436 'sigx': 4.744638298182633}``` Yes ```fval = 9833.97893579 {'A': 491989.2792716845 'bg': 611.5442018814086 'angle': -26.72840189946622 'muy': 20.206078161078008 'mux': 20.260319267607027 'sigy': 3.963102774997116 'sigx': 4.744637461983109}``` Yes No 34 ```fval = 6885.97347282 {'A': 356483.95987783314 'bg': 602.6648428923478 'angle': -14.116851841123932 'muy': 20.780109778854868 'mux': 20.49262447110312 'sigy': 3.780584773332204 'sigx': 4.422185650312604}``` Yes ```fval = 6885.97347279 {'A': 356484.0109419419 'bg': 602.664952950874 'angle': -14.11700575275718 'muy': 20.78011016920337 'mux': 20.492627522835953 'sigy': 3.7805839540956954 'sigx': 4.422182305279126}``` Yes No 35 ```fval = 2013.28997399 {'A': 88375.08900330213 'bg': 588.2308451656055 'angle': 68.75886688374754 'muy': 19.08237599116255 'mux': 19.256862757787975 'sigy': 4.335477459164802 'sigx': 3.701475632446458}``` Yes ```fval = 2013.28997468 {'A': 88375.33608561366 'bg': 588.2306214945208 'angle': 68.75918466000323 'muy': 19.082382388024058 'mux': 19.25686709799509 'sigy': 4.335493165022152 'sigx': 3.70149316867755}``` Yes No 36 ``` fval = 2268.84391988 {'A': 73732.5548872796 'bg': 572.4338932045782 'angle': -0.8281937978807719 'muy': -5.804931067472619 'mux': 40.43279856055955 'sigy': 11.937550638969329 'sigx': 0.3934422678456985}``` No ```fval = 2268.84391988 {'A': 73732.5548872796 'bg': 572.4338932045782 'angle': -0.8281937978807719 'muy': -5.804931067472619 'mux': 40.43279856055955 'sigy': 11.937550638969329 'sigx': 0.3934422678456985}``` No Yes
>
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 30 `fval = 4730.28737714 {'A': 221648.16244415983 'bg': 565.5254987621598 'angle': -20.057313309873365 'muy': -24.619690830644288 'mux': 21.859940217961046 'sigy': 14.061872184162592 'sigx': 4.16667977659773}` No `fval = 4730.28737714 {'A': 221648.16244415983 'bg': 565.5254987621598 'angle': -20.057313309873365 'muy': -24.619690830644288 'mux': 21.859940217961046 'sigy': 14.061872184162592 'sigx': 4.16667977659773}` No Yes 31 ` fval = 46791.7008351 {'A': 732627.1282683008 'bg': 697.5547581602436 'angle': -89.99999999999903 'muy': 20.56922514681664 'mux': 20.328924261179086 'sigy': 4.71064666922819 'sigx': 4.512853355049917}` Yes `fval = 46791.7008337 {'A': 732627.2267353914 'bg': 697.5546352952638 'angle': -89.99999999992897 'muy': 20.56922926843171 'mux': 20.32893120453606 'sigy': 4.7106414007324595 'sigx': 4.512853262308565}` Yes No 32 `fval = 2702.20303182 {'A': 23692.66263572543 'bg': 577.3992575746125 'angle': -14.918186124736707 'muy': 5.398620091547762 'mux': 41.36462277632608 'sigy': 4.029794154091341 'sigx': 5.532377233259187}` Yes `fval = 2702.20303182 {'A': 23692.66263572543 'bg': 577.3992575746125 'angle': -14.918186124736707 'muy': 5.398620091547762 'mux': 41.36462277632608 'sigy': 4.029794154091341 'sigx': 5.532377233259187}` Yes Maybe* 33 ` fval = 9833.97893579 {'A': 491989.24580358044 'bg': 611.5441512128597 'angle': -26.72840609058195 'muy': 20.20607973606682 'mux': 20.260319149964648 'sigy': 3.9631044083838436 'sigx': 4.744638298182633}` Yes `fval = 9833.97893579 {'A': 491989.2792716845 'bg': 611.5442018814086 'angle': -26.72840189946622 'muy': 20.206078161078008 'mux': 20.260319267607027 'sigy': 3.963102774997116 'sigx': 4.744637461983109}` Yes No 34 `fval = 6885.97347282 {'A': 356483.95987783314 'bg': 602.6648428923478 'angle': -14.116851841123932 'muy': 20.780109778854868 'mux': 20.49262447110312 'sigy': 3.780584773332204 'sigx': 4.422185650312604}` Yes `fval = 6885.97347279 {'A': 356484.0109419419 'bg': 602.664952950874 'angle': -14.11700575275718 'muy': 20.78011016920337 'mux': 20.492627522835953 'sigy': 3.7805839540956954 'sigx': 4.422182305279126}` Yes No 35 `fval = 2013.28997399 {'A': 88375.08900330213 'bg': 588.2308451656055 'angle': 68.75886688374754 'muy': 19.08237599116255 'mux': 19.256862757787975 'sigy': 4.335477459164802 'sigx': 3.701475632446458}` Yes `fval = 2013.28997468 {'A': 88375.33608561366 'bg': 588.2306214945208 'angle': 68.75918466000323 'muy': 19.082382388024058 'mux': 19.25686709799509 'sigy': 4.335493165022152 'sigx': 3.70149316867755}` Yes No 36 ` fval = 2268.84391988 {'A': 73732.5548872796 'bg': 572.4338932045782 'angle': -0.8281937978807719 'muy': -5.804931067472619 'mux': 40.43279856055955 'sigy': 11.937550638969329 'sigx': 0.3934422678456985}` No `fval = 2268.84391988 {'A': 73732.5548872796 'bg': 572.4338932045782 'angle': -0.8281937978807719 'muy': -5.804931067472619 'mux': 40.43279856055955 'sigy': 11.937550638969329 'sigx': 0.3934422678456985}` No Yes

 37 `N/A` - `N/A` - Yes (Border)
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 38 ```fval = 2855.2457798 {'A': 64722.48757131264 'bg': 559.9183382459357 'angle': 89.99999318802617 'muy': 6.364964587661999 'mux': -38.19419424409231 'sigy': 51.02161332523268 'sigx': 16.18952838497707}``` No ```fval = 2855.2457798 {'A': 64722.48757131264 'bg': 559.9183382459357 'angle': 89.99999318802617 'muy': 6.364964587661999 'mux': -38.19419424409231 'sigy': 51.02161332523268 'sigx': 16.18952838497707}``` No Yes 39 ```fval = 2111.00646274 {'A': 27425.95155639346 'bg': 583.0661842458708 'angle': -45.510305630286354 'muy': 21.575805763536057 'mux': 16.682813182397368 'sigy': 5.7867174414620655 'sigx': 4.295691753412272}``` Yes ```fval = 2111.00646729 {'A': 27425.75222830647 'bg': 583.0664040488831 'angle': 44.48453318210619 'muy': 21.575940206957434 'mux': 16.682858625977364 'sigy': 4.295595324623022 'sigx': 5.786724499724386}``` Yes Maybe*
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 38 `fval = 2855.2457798 {'A': 64722.48757131264 'bg': 559.9183382459357 'angle': 89.99999318802617 'muy': 6.364964587661999 'mux': -38.19419424409231 'sigy': 51.02161332523268 'sigx': 16.18952838497707}` No `fval = 2855.2457798 {'A': 64722.48757131264 'bg': 559.9183382459357 'angle': 89.99999318802617 'muy': 6.364964587661999 'mux': -38.19419424409231 'sigy': 51.02161332523268 'sigx': 16.18952838497707}` No Yes 39 `fval = 2111.00646274 {'A': 27425.95155639346 'bg': 583.0661842458708 'angle': -45.510305630286354 'muy': 21.575805763536057 'mux': 16.682813182397368 'sigy': 5.7867174414620655 'sigx': 4.295691753412272}` Yes `fval = 2111.00646729 {'A': 27425.75222830647 'bg': 583.0664040488831 'angle': 44.48453318210619 'muy': 21.575940206957434 'mux': 16.682858625977364 'sigy': 4.295595324623022 'sigx': 5.786724499724386}` Yes Maybe*

 40 `False` - `False` - Yes
Changed:
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 41 ```fval = 2337.77365552 {'A': 94957.43740917309 'bg': 580.4064559928429 'angle': 79.03580381596512 'muy': 20.830148289444985 'mux': 20.046954361231574 'sigy': 4.053973256330512 'sigx': 3.550648047066906}``` Yes ```fval = 2337.7736565 {'A': 94957.44988412253 'bg': 580.4064023360836 'angle': 79.03557723996062 'muy': 20.8301560574187 'mux': 20.046971592204713 'sigy': 4.053969309512219 'sigx': 3.550660328478897}``` Yes No 42 ```fval = 2504.57152591 {'A': 10272.737434459603 'bg': 567.0091697550785 'angle': -67.25500054246871 'muy': 17.798070870164405 'mux': 23.622121254283364 'sigy': 4.088761143456511 'sigx': 3.54771194038689}``` Yes ```fval = 2504.57152426 {'A': 10272.855236881902 'bg': 567.0095673345189 'angle': -67.2630978749066 'muy': 17.798199961327295 'mux': 23.622115176640907 'sigy': 4.08873792780044 'sigx': 3.5477995711581687}``` Yes Maybe*
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 41 `fval = 2337.77365552 {'A': 94957.43740917309 'bg': 580.4064559928429 'angle': 79.03580381596512 'muy': 20.830148289444985 'mux': 20.046954361231574 'sigy': 4.053973256330512 'sigx': 3.550648047066906}` Yes `fval = 2337.7736565 {'A': 94957.44988412253 'bg': 580.4064023360836 'angle': 79.03557723996062 'muy': 20.8301560574187 'mux': 20.046971592204713 'sigy': 4.053969309512219 'sigx': 3.550660328478897}` Yes No 42 `fval = 2504.57152591 {'A': 10272.737434459603 'bg': 567.0091697550785 'angle': -67.25500054246871 'muy': 17.798070870164405 'mux': 23.622121254283364 'sigy': 4.088761143456511 'sigx': 3.54771194038689}` Yes `fval = 2504.57152426 {'A': 10272.855236881902 'bg': 567.0095673345189 'angle': -67.2630978749066 'muy': 17.798199961327295 'mux': 23.622115176640907 'sigy': 4.08873792780044 'sigx': 3.5477995711581687}` Yes Maybe*

 43 `N/A` - `N/A` - Double 44 `N/A` - `N/A` - Double
Changed:
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 45 ```fval = 2294.02926966 {'A': 116526.34285249427 'bg': 590.433936411766 'angle': 73.17301385436005 'muy': 20.726632673767654 'mux': 19.839375327836393 'sigy': 4.235515388108135 'sigx': 3.564823560678305}``` Yes ```fval = 2294.02926952 {'A': 116526.57605195667 'bg': 590.4335825446319 'angle': 73.17227242719983 'muy': 20.726628457743693 'mux': 19.839379402120407 'sigy': 4.235537300404976 'sigx': 3.564815882379967}``` Yes No
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 45 `fval = 2294.02926966 {'A': 116526.34285249427 'bg': 590.433936411766 'angle': 73.17301385436005 'muy': 20.726632673767654 'mux': 19.839375327836393 'sigy': 4.235515388108135 'sigx': 3.564823560678305}` Yes `fval = 2294.02926952 {'A': 116526.57605195667 'bg': 590.4335825446319 'angle': 73.17227242719983 'muy': 20.726628457743693 'mux': 19.839379402120407 'sigy': 4.235537300404976 'sigx': 3.564815882379967}` Yes No

 46 `False` - `False` - Yes 47 `False` - `False` - Yes
Changed:
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 48 ```fval = 19966.8353575 {'A': 679286.8732433093 'bg': 629.2652094419865 'angle': -89.99999999999015 'muy': 20.40807822018856 'mux': 20.31592291902525 'sigy': 4.362162577010625 'sigx': 4.111471992859492}``` Yes ```fval = 19966.8353562 {'A': 679285.9768514354 'bg': 629.2657871476657 'angle': -89.99999999994024 'muy': 20.408091714859992 'mux': 20.315918923920602 'sigy': 4.362177872610793 'sigx': 4.11147450652823}``` Yes No 49 ```fval = 2157.56344307 {'A': -447029.1600018435 'bg': 592.0877001234893 'angle': 80.5096407877173 'muy': -2.5777628040728784 'mux': -127.61348825960064 'sigy': 185.56545105774 'sigx': 26.859019217144457}``` No ```fval = 2149.97592331 {'A': 63370.960399583266 'bg': 582.1255944524843 'angle': -58.54106234206651 'muy': -33.206071496625604 'mux': 91.63672897658864 'sigy': 28.673781285362946 'sigx': 1.6162604192102121}``` No Yes 50 ```fval = 3414.52400202 {'A': 149567.4591222262 'bg': 582.6092707551805 'angle': 3.3394501897008695 'muy': 13.117873260436346 'mux': -19.526151197506664 'sigy': 3.7209561701434013 'sigx': 9.446896017054396}``` No ```fval = 3414.52400202 {'A': 149567.4591222262 'bg': 582.6092707551805 'angle': 3.3394501897008695 'muy': 13.117873260436346 'mux': -19.526151197506664 'sigy': 3.7209561701434013 'sigx': 9.446896017054396}``` No Yes 51 ``` fval = 6955.52891449 {'A': 417098.16608775116 'bg': 600.4752917208237 'angle': -4.16171120703693 'muy': 20.3910682809323 'mux': 20.47557624908281 'sigy': 3.5350525336010077 'sigx': 3.982835263434713}``` Yes ```fval = 6955.52891399 {'A': 417098.3873601022 'bg': 600.4752058811624 'angle': -4.162013825825085 'muy': 20.391069580378378 'mux': 20.475578879097156 'sigy': 3.535054931780533 'sigx': 3.98283412267473}``` Yes No 52 ```fval = 1449.24038795 {'A': 309.51503314810816 'bg': 590.3265201996733 'angle': -43.3268187537511 'muy': 19.51089884461597 'mux': 19.48017602282 'sigy': 0.002991666963970564 'sigx': 0.4471068237148437}``` No ```fval = 10748.8701963 {'A': 619443.5353143102 'bg': 590.6236867305064 'angle': -9.410132797414064 'muy': 21.125580115423677 'mux': 42.185855541492025 'sigy': 4.303226138704186 'sigx': 0.35920318930680056}``` No Yes 53 ```fval = 4272.0939862 {'A': 277938.8098818659 'bg': 595.9706635365912 'angle': -10.737680354039597 'muy': 20.393664626418406 'mux': 20.456086285479902 'sigy': 3.4541235248671773 'sigx': 3.924186953514024}``` Yes ```fval = 4272.09398639 {'A': 277938.7511786992 'bg': 595.9704370194719 'angle': -10.737735838171048 'muy': 20.393663603633044 'mux': 20.45609123315205 'sigy': 3.4541235038618705 'sigx': 3.9241865484882306}``` Yes No
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 48 `fval = 19966.8353575 {'A': 679286.8732433093 'bg': 629.2652094419865 'angle': -89.99999999999015 'muy': 20.40807822018856 'mux': 20.31592291902525 'sigy': 4.362162577010625 'sigx': 4.111471992859492}` Yes `fval = 19966.8353562 {'A': 679285.9768514354 'bg': 629.2657871476657 'angle': -89.99999999994024 'muy': 20.408091714859992 'mux': 20.315918923920602 'sigy': 4.362177872610793 'sigx': 4.11147450652823}` Yes No 49 `fval = 2157.56344307 {'A': -447029.1600018435 'bg': 592.0877001234893 'angle': 80.5096407877173 'muy': -2.5777628040728784 'mux': -127.61348825960064 'sigy': 185.56545105774 'sigx': 26.859019217144457}` No `fval = 2149.97592331 {'A': 63370.960399583266 'bg': 582.1255944524843 'angle': -58.54106234206651 'muy': -33.206071496625604 'mux': 91.63672897658864 'sigy': 28.673781285362946 'sigx': 1.6162604192102121}` No Yes 50 `fval = 3414.52400202 {'A': 149567.4591222262 'bg': 582.6092707551805 'angle': 3.3394501897008695 'muy': 13.117873260436346 'mux': -19.526151197506664 'sigy': 3.7209561701434013 'sigx': 9.446896017054396}` No `fval = 3414.52400202 {'A': 149567.4591222262 'bg': 582.6092707551805 'angle': 3.3394501897008695 'muy': 13.117873260436346 'mux': -19.526151197506664 'sigy': 3.7209561701434013 'sigx': 9.446896017054396}` No Yes 51 ` fval = 6955.52891449 {'A': 417098.16608775116 'bg': 600.4752917208237 'angle': -4.16171120703693 'muy': 20.3910682809323 'mux': 20.47557624908281 'sigy': 3.5350525336010077 'sigx': 3.982835263434713}` Yes `fval = 6955.52891399 {'A': 417098.3873601022 'bg': 600.4752058811624 'angle': -4.162013825825085 'muy': 20.391069580378378 'mux': 20.475578879097156 'sigy': 3.535054931780533 'sigx': 3.98283412267473}` Yes No 52 `fval = 1449.24038795 {'A': 309.51503314810816 'bg': 590.3265201996733 'angle': -43.3268187537511 'muy': 19.51089884461597 'mux': 19.48017602282 'sigy': 0.002991666963970564 'sigx': 0.4471068237148437}` No `fval = 10748.8701963 {'A': 619443.5353143102 'bg': 590.6236867305064 'angle': -9.410132797414064 'muy': 21.125580115423677 'mux': 42.185855541492025 'sigy': 4.303226138704186 'sigx': 0.35920318930680056}` No Yes 53 `fval = 4272.0939862 {'A': 277938.8098818659 'bg': 595.9706635365912 'angle': -10.737680354039597 'muy': 20.393664626418406 'mux': 20.456086285479902 'sigy': 3.4541235248671773 'sigx': 3.924186953514024}` Yes `fval = 4272.09398639 {'A': 277938.7511786992 'bg': 595.9704370194719 'angle': -10.737735838171048 'muy': 20.393663603633044 'mux': 20.45609123315205 'sigy': 3.4541235038618705 'sigx': 3.9241865484882306}` Yes No

 54 `False` - `False` - Yes 55 `N/A` - `N/A` - Maybe* 56 `N/A` - `N/A` - Maybe* 57 `False` - `False` - Yes 58 `False` - `False` - Yes
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 59 ```fval = 4418.04473129 {'A': 164681.39447219475 'bg': 596.9978973726122 'angle': -17.139428958270983 'muy': 20.95876182698452 'mux': 19.85543708988008 'sigy': 3.362686643959178 'sigx': 3.8397169861984675}``` Yes ```fval = 4418.04473092 {'A': 164681.70264208983 'bg': 596.9983092338543 'angle': -17.139283027085767 'muy': 20.95874990297424 'mux': 19.85543354503498 'sigy': 3.362700863885353 'sigx': 3.8397229801429376}``` Yes No 60 ```fval = 4610.60039396 {'A': 319708.85994253994 'bg': 613.5327931782713 'angle': -43.899247300098914 'muy': 20.56405919731121 'mux': 20.2286201106887 'sigy': 3.863725657398556 'sigx': 4.590393234638932}``` Yes ```fval = 4610.60039242 {'A': 319709.0369339089 'bg': 613.5326856086838 'angle': -43.8986229767998 'muy': 20.564062096726804 'mux': 20.22862210475931 'sigy': 3.8637277441432594 'sigx': 4.590389932093664}``` Yes No 61 ```fval = 2752.10117909 {'A': 182631.2835645885 'bg': 591.2215407590191 'angle': 70.25893214037794 'muy': 20.300980003176942 'mux': 20.249409688492452 'sigy': 3.7858562204114055 'sigx': 3.343284269671578}``` Yes ```fval = 2752.10117912 {'A': 182631.32074782145 'bg': 591.221275708658 'angle': 70.258827267302 'muy': 20.300980749551663 'mux': 20.249413195195743 'sigy': 3.785856605699093 'sigx': 3.3432813895505653}``` Yes No
>
>
 59 `fval = 4418.04473129 {'A': 164681.39447219475 'bg': 596.9978973726122 'angle': -17.139428958270983 'muy': 20.95876182698452 'mux': 19.85543708988008 'sigy': 3.362686643959178 'sigx': 3.8397169861984675}` Yes `fval = 4418.04473092 {'A': 164681.70264208983 'bg': 596.9983092338543 'angle': -17.139283027085767 'muy': 20.95874990297424 'mux': 19.85543354503498 'sigy': 3.362700863885353 'sigx': 3.8397229801429376}` Yes No 60 `fval = 4610.60039396 {'A': 319708.85994253994 'bg': 613.5327931782713 'angle': -43.899247300098914 'muy': 20.56405919731121 'mux': 20.2286201106887 'sigy': 3.863725657398556 'sigx': 4.590393234638932}` Yes `fval = 4610.60039242 {'A': 319709.0369339089 'bg': 613.5326856086838 'angle': -43.8986229767998 'muy': 20.564062096726804 'mux': 20.22862210475931 'sigy': 3.8637277441432594 'sigx': 4.590389932093664}` Yes No 61 `fval = 2752.10117909 {'A': 182631.2835645885 'bg': 591.2215407590191 'angle': 70.25893214037794 'muy': 20.300980003176942 'mux': 20.249409688492452 'sigy': 3.7858562204114055 'sigx': 3.343284269671578}` Yes `fval = 2752.10117912 {'A': 182631.32074782145 'bg': 591.221275708658 'angle': 70.258827267302 'muy': 20.300980749551663 'mux': 20.249413195195743 'sigy': 3.785856605699093 'sigx': 3.3432813895505653}` Yes No

 62 `N/A` - `N/A` - Maybe* 63 `N/A` - `N/A` - Maybe*
Changed:
<
<
 64 ```fval = 6106.741426 {'A': 368886.4848467257 'bg': 631.222423488026 'angle': -47.332371930793755 'muy': 20.674651524614607 'mux': 20.378782564706572 'sigy': 3.8978757331995237 'sigx': 4.628509655256464}``` Yes ```fval = 6106.74142659 {'A': 368886.7104259557 'bg': 631.2220920896762 'angle': -47.33223696099 'muy': 20.674649657979227 'mux': 20.378781445996854 'sigy': 3.8978820585150316 'sigx': 4.628511308329306}``` Yes No 65 ```fval = 2840.3448445 {'A': 178891.51949023912 'bg': 592.3312884104407 'angle': 69.62310155761756 'muy': 20.066563304120553 'mux': 20.44847811272047 'sigy': 3.718498789711013 'sigx': 3.3066960525350986}``` Yes ``` fval = 2840.34484316 {'A': 178891.52944500942 'bg': 592.3309767525319 'angle': 69.62197711498797 'muy': 20.066558132030742 'mux': 20.448474294446438 'sigy': 3.7184972776412057 'sigx': 3.3066906793071618} ``` Yes No 66 ```fval = 2720.21432915 {'A': 62735.0146568316 'bg': 586.6536904849952 'angle': 69.07744733692374 'muy': 19.90920939981935 'mux': 20.42074852699166 'sigy': 3.5139394282350884 'sigx': 3.181286853701267}``` Yes ```fval = 2720.21432915 {'A': 62735.04727157366 'bg': 586.6537272044337 'angle': 69.07737862566472 'muy': 19.909209290961513 'mux': 20.4207456324564 'sigy': 3.5139402000949835 'sigx': 3.1812892894597713}``` Yes No 67 ```fval = 1425.16396008 {'A': 284.46911576243605 'bg': 585.5122090328953 'angle': -43.084958274948534 'muy': 19.51559938866986 'mux': 19.48514938830806 'sigy': 0.008321423268200276 'sigx': 1.2265775936045302}``` No `False` - Yes 68 ```fval = 2819.87433342 {'A': 71930.52867544629 'bg': 569.7278298993738 'angle': 67.11438535628906 'muy': 53.464930984669095 'mux': 20.241651513975683 'sigy': 2.688899600194102 'sigx': 8.150937814609495}``` No ```fval = 2819.87433342 {'A': 71930.52867544629 'bg': 569.7278298993738 'angle': 67.11438535628906 'muy': 53.464930984669095 'mux': 20.241651513975683 'sigy': 2.688899600194102 'sigx': 8.150937814609495}``` No Yes 69 ```fval = 2836.12587412 {'A': 22466.299254350273 'bg': 580.2194181831599 'angle': -46.246931857035875 'muy': 36.47658732160413 'mux': 28.66750901349609 'sigy': 3.2569428964990705 'sigx': 4.009772406205779}``` Yes ```fval = 2836.12587412 {'A': 22466.299254350273 'bg': 580.2194181831599 'angle': -46.246931857035875 'muy': 36.47658732160413 'mux': 28.66750901349609 'sigy': 3.2569428964990705 'sigx': 4.009772406205779}``` Yes Maybe* 70 ```fval = 44468.3064189 {'A': 1734183.5298197176 'bg': 674.403344625776 'angle': -2.8281925002770976 'muy': 20.515877704627304 'mux': 20.272017303721714 'sigy': 3.4083138464589795 'sigx': 3.690128478218381}``` Yes ```fval = 44468.3064189 {'A': 1734183.462712506 'bg': 674.4030654466023 'angle': -2.828108145916488 'muy': 20.515876983732056 'mux': 20.272016656907443 'sigy': 3.4083134988883392 'sigx': 3.69012771112927}``` Yes No 71 ```fval = 3179.47849754 {'A': 114277.94811849804 'bg': 571.1639721160285 'angle': 29.765867143661524 'muy': -1.5572919095303352 'mux': 39.113353708695975 'sigy': 5.385604774893013 'sigx': -0.2554914264279753}``` No ```fval = 3179.47849754 {'A': 114277.94811849804 'bg': 571.1639721160285 'angle': 29.765867143661524 'muy': -1.5572919095303352 'mux': 39.113353708695975 'sigy': 5.385604774893013 'sigx': -0.2554914264279753}``` No Yes
>
>
 64 `fval = 6106.741426 {'A': 368886.4848467257 'bg': 631.222423488026 'angle': -47.332371930793755 'muy': 20.674651524614607 'mux': 20.378782564706572 'sigy': 3.8978757331995237 'sigx': 4.628509655256464}` Yes `fval = 6106.74142659 {'A': 368886.7104259557 'bg': 631.2220920896762 'angle': -47.33223696099 'muy': 20.674649657979227 'mux': 20.378781445996854 'sigy': 3.8978820585150316 'sigx': 4.628511308329306}` Yes No 65 `fval = 2840.3448445 {'A': 178891.51949023912 'bg': 592.3312884104407 'angle': 69.62310155761756 'muy': 20.066563304120553 'mux': 20.44847811272047 'sigy': 3.718498789711013 'sigx': 3.3066960525350986}` Yes ` fval = 2840.34484316 {'A': 178891.52944500942 'bg': 592.3309767525319 'angle': 69.62197711498797 'muy': 20.066558132030742 'mux': 20.448474294446438 'sigy': 3.7184972776412057 'sigx': 3.3066906793071618} ` Yes No 66 `fval = 2720.21432915 {'A': 62735.0146568316 'bg': 586.6536904849952 'angle': 69.07744733692374 'muy': 19.90920939981935 'mux': 20.42074852699166 'sigy': 3.5139394282350884 'sigx': 3.181286853701267}` Yes `fval = 2720.21432915 {'A': 62735.04727157366 'bg': 586.6537272044337 'angle': 69.07737862566472 'muy': 19.909209290961513 'mux': 20.4207456324564 'sigy': 3.5139402000949835 'sigx': 3.1812892894597713}` Yes No 67 `fval = 1425.16396008 {'A': 284.46911576243605 'bg': 585.5122090328953 'angle': -43.084958274948534 'muy': 19.51559938866986 'mux': 19.48514938830806 'sigy': 0.008321423268200276 'sigx': 1.2265775936045302}` No `False` - Yes 68 `fval = 2819.87433342 {'A': 71930.52867544629 'bg': 569.7278298993738 'angle': 67.11438535628906 'muy': 53.464930984669095 'mux': 20.241651513975683 'sigy': 2.688899600194102 'sigx': 8.150937814609495}` No `fval = 2819.87433342 {'A': 71930.52867544629 'bg': 569.7278298993738 'angle': 67.11438535628906 'muy': 53.464930984669095 'mux': 20.241651513975683 'sigy': 2.688899600194102 'sigx': 8.150937814609495}` No Yes 69 `fval = 2836.12587412 {'A': 22466.299254350273 'bg': 580.2194181831599 'angle': -46.246931857035875 'muy': 36.47658732160413 'mux': 28.66750901349609 'sigy': 3.2569428964990705 'sigx': 4.009772406205779}` Yes `fval = 2836.12587412 {'A': 22466.299254350273 'bg': 580.2194181831599 'angle': -46.246931857035875 'muy': 36.47658732160413 'mux': 28.66750901349609 'sigy': 3.2569428964990705 'sigx': 4.009772406205779}` Yes Maybe* 70 `fval = 44468.3064189 {'A': 1734183.5298197176 'bg': 674.403344625776 'angle': -2.8281925002770976 'muy': 20.515877704627304 'mux': 20.272017303721714 'sigy': 3.4083138464589795 'sigx': 3.690128478218381}` Yes `fval = 44468.3064189 {'A': 1734183.462712506 'bg': 674.4030654466023 'angle': -2.828108145916488 'muy': 20.515876983732056 'mux': 20.272016656907443 'sigy': 3.4083134988883392 'sigx': 3.69012771112927}` Yes No 71 `fval = 3179.47849754 {'A': 114277.94811849804 'bg': 571.1639721160285 'angle': 29.765867143661524 'muy': -1.5572919095303352 'mux': 39.113353708695975 'sigy': 5.385604774893013 'sigx': -0.2554914264279753}` No `fval = 3179.47849754 {'A': 114277.94811849804 'bg': 571.1639721160285 'angle': 29.765867143661524 'muy': -1.5572919095303352 'mux': 39.113353708695975 'sigy': 5.385604774893013 'sigx': -0.2554914264279753}` No Yes

 72 `N/A` - `N/A` - Maybe* 73 `N/A` - `N/A` - Maybe*
Changed:
<
<
 74 ```fval = 1732.10676118 {'A': 93537.18505703179 'bg': 586.6083313562021 'angle': 54.81841411571105 'muy': 20.547959159788054 'mux': 20.310717549063604 'sigy': 3.861048381504733 'sigx': 3.33456207604897}``` Yes ```fval = 1732.1067618 {'A': 93537.0877499103 'bg': 586.6085107374079 'angle': 54.8187339732178 'muy': 20.547957646384514 'mux': 20.31072545483871 'sigy': 3.861047060659338 'sigx': 3.33456902607316}``` Yes No 75 ``` fval = 3108.32833166 {'A': -2421536.2915422926 'bg': 576.1104140928438 'angle': -31.67448182109741 'muy': 12.927188258162724 'mux': 25.768624643445065 'sigy': 2.9345194281568263 'sigx': 26311.212292698896}``` No `False` - Yes
>
>
 74 `fval = 1732.10676118 {'A': 93537.18505703179 'bg': 586.6083313562021 'angle': 54.81841411571105 'muy': 20.547959159788054 'mux': 20.310717549063604 'sigy': 3.861048381504733 'sigx': 3.33456207604897}` Yes `fval = 1732.1067618 {'A': 93537.0877499103 'bg': 586.6085107374079 'angle': 54.8187339732178 'muy': 20.547957646384514 'mux': 20.31072545483871 'sigy': 3.861047060659338 'sigx': 3.33456902607316}` Yes No 75 ` fval = 3108.32833166 {'A': -2421536.2915422926 'bg': 576.1104140928438 'angle': -31.67448182109741 'muy': 12.927188258162724 'mux': 25.768624643445065 'sigy': 2.9345194281568263 'sigx': 26311.212292698896}` No `False` - Yes

 76 `False` - `False` - Yes 77 `N/A` - `N/A` - Yes (Border) 78 `N/A` - `N/A` - Yes (Border)
Line: 3725 to 3068

 81 `N/A` - `N/A` - Border Totals 49/66 (Success/PyMinuit Totals) 32/32 (Physical/Stars) 45/66 (Success/iMinuit Totals) 32/32 (Physical/Stars) 32/66 (Starts/Minuit Totals)
Changed:
<
<
Obs. Hot Pixels section was filled by inspection
Obs2. Fisical Results are those where the star center (mux muy) lay inside the frame [0,41]**2 and sigmas lay in the range [1,7] (optimum focus should produce sigma close to 2)
* Maybe indicates stars with a hotpixel or faintstars with a hotpixel close to the object.
>
>
Obs. Hot Pixels section was filled by inspection
Obs2. Fisical Results are those where the star center (mux muy) lay inside the frame [0,41]**2 and sigmas lay in the range [1,7] (optimum focus should produce sigma close to 2)
* Maybe indicates stars with a hotpixel or faintstars with a hotpixel close to the object.
</>
`<--/twistyPlugin-->`
Changed:
<
<

API Comparison " hidelink="iMinuit vs Seal Minuit:
API Comparison "

>
>
API Comparison " hidelink="iMinuit vs Seal Minuit:
API Comparison "
showimgright="/twiki/pub/TWiki/TWikiDocGraphics/toggleopen-small.gif" hideimgright="/twiki/pub/TWiki/TWikiDocGraphics/toggleclose-small.gif"}%
 Feature Seal Minuit iMinuit
Changed:
<
<
 Function Minimum Structure isValidfvaledmnfcn All MnContours MnContoursoperatorcontour Equivalent mncontourcontour MnEigen MnEigenoperator MnHesse MnHesseoperator equivalent hesse MnMachinePrecision MnMachinePrecisionsetPrecision MnMigrad MnMigradoperatorVariableMetricMinimizerminimize equivalent migrad
>
>
 Function Minimum Structure isValidfvaledmnfcn All MnContours MnContoursoperatorcontour Equivalent mncontourcontour MnEigen MnEigenoperator MnHesse MnHesseoperator equivalent hesse MnMachinePrecision MnMachinePrecisionsetPrecision MnMigrad MnMigradoperatorVariableMetricMinimizerminimize equivalent migrad

 MnMinimize MnMinimize No Simplex
Changed:
<
<
 MnMinos MnMinosoperatorminos equivalent minos MnScan scanScanMinimizer similar mnprofile no ScanMinimizer MnSimplex MnSimplexoperatorSimplexMinimizerminimize No Simplex MnStrategy MnStrategyset___Strategy strategyset_strategy MnUserCovariance MnUserCovarianceoperator no UserCovariance MnUserParameters addsetValuesetErrorfixreleasesetLimitssetUpperLimitsetLowerLimitremoveLimitsvalueerrorindexname equivalent valueserrorsis_fixedhas_limitsnumbername MnUserParameterState MnUserParameterStateparameterscovarianceglobalCC equivalent parameterscovariancegcc
>
>
 MnMinos MnMinosoperatorminos equivalent minos MnScan scanScanMinimizer similar mnprofile _no ScanMinimizer _ MnSimplex MnSimplexoperatorSimplexMinimizerminimize No Simplex MnStrategy MnStrategyset___Strategy strategyset_strategy MnUserCovariance MnUserCovarianceoperator _no UserCovariance _ MnUserParameters addsetValuesetErrorfixreleasesetLimitssetUpperLimitsetLowerLimitremoveLimitsvalueerrorindexname equivalent valueserrorsis_fixedhas_limitsnumbername MnUserParameterState MnUserParameterStateparameterscovarianceglobalCC equivalent parameterscovariancegcc

 MnPrint operator not needed

APIs:

Line: 3772 to 3107

• Both detected and successfully minimized a 2D Gaussian on all the stars with same parameters
• PyMinuit "accidentely" fitted more Hot Pixels than iMinuit
• PyMinuit includes Simplex and Scan methods, which are not available on iMinuit
Changed:
<
<

I'll keep PyMinuit for now while making some more studies with iMinuit.

>
>
• PyMinuit is more stable - annoing bug in latest version cause segfault it limits, steps, ... are not set
Keep PyMinuit for now.

Changed:
<
<
Back to: LogBookAstronomy
>
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Back to: LogBookAstronomy

 META FORM FORM FIELD Subject name="%25SYSTEMWEB%25.LogBookForm" Subject Minuit and iMinuit analysis
Changed:
<
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 FORM FIELD Status Status blank
>
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 FORM FIELD Status Status choice-no

 FORM FIELD Author Author PedroDeCarvalhoPaiva

#### Revision 406 Sep 2013 - PedroPaiva

Line: 1 to 1

 META TOPICPARENT name="LogBookAstronomy"

# Log Book Entry No.10

 Created: 05 Sep 2013 22:16:19 Last Revised: 09 Sep 2013 18:18:03 PedroPaiva Minuit and iMinuit analysis
Line: 7 to 7

• Set EDITMETHOD = wysiwyg
Please DO NOT alter or remove the line above this line. -->
>
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Line: 3730 to 3731
* Maybe indicates stars with a hotpixel or faintstars with a hotpixel close to the object. </>
`<--/twistyPlugin-->`
>
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`<--/twistyPlugin twikiMakeVisibleInline-->`
 Feature Seal Minuit iMinuit Function Minimum Structure isValidfvaledmnfcn All MnContours MnContoursoperatorcontour Equivalent mncontourcontour MnEigen MnEigenoperator MnHesse MnHesseoperator equivalent hesse MnMachinePrecision MnMachinePrecisionsetPrecision MnMigrad MnMigradoperatorVariableMetricMinimizerminimize equivalent migrad MnMinimize MnMinimize No Simplex MnMinos MnMinosoperatorminos equivalent minos MnScan scanScanMinimizer similar mnprofile no ScanMinimizer MnSimplex MnSimplexoperatorSimplexMinimizerminimize No Simplex MnStrategy MnStrategyset___Strategy strategyset_strategy MnUserCovariance MnUserCovarianceoperator no UserCovariance MnUserParameters addsetValuesetErrorfixreleasesetLimitssetUpperLimitsetLowerLimitremoveLimitsvalueerrorindexname equivalent valueserrorsis_fixedhas_limitsnumbername MnUserParameterState MnUserParameterStateparameterscovarianceglobalCC equivalent parameterscovariancegcc MnPrint operator not needed

APIs:

`<--/twistyPlugin-->`
Performance (measured with Python %timeit() magic function):
Line: 3741 to 3771

• iMinuit have more features than minuit (e.g. export to LaTeX and fake functions)
• Both detected and successfully minimized a 2D Gaussian on all the stars with same parameters
• PyMinuit "accidentely" fitted more Hot Pixels than iMinuit
>
>
• PyMinuit includes Simplex and Scan methods, which are not available on iMinuit
• PyMinuit is more stable

I'll keep PyMinuit for now while making some more studies with iMinuit.

>
>
Back to: LogBookAstronomy

 META FORM name="%25SYSTEMWEB%25.LogBookForm"

#### Revision 306 Sep 2013 - PedroPaiva

Line: 1 to 1

 META TOPICPARENT name="LogBookAstronomy"

# Log Book Entry No.10

 Created: 05 Sep 2013 22:16:19 Last Revised: 09 Sep 2013 18:18:03 PedroPaiva Minuit and iMinuit analysis
Line: 8 to 8
Please DO NOT alter or remove the line above this line. -->
Changed:
<
<
>
>
`<--/twistyPlugin twikiMakeVisibleInline-->`
```    def meanPSF(self, radius = 20, fixAngle = False) :

```
image = self.image error = self.errors xmax, ymax = (len(image[0]) - 1, len(image) - 1)
Line: 48 to 48

return m, im

Changed:
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<
>
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`<--/twistyPlugin-->`

Changed:
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Raw Python Output:
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`<--/twistyPlugin twikiMakeVisibleInline-->`
```Pedros-MacBook-Pro:~ pekapa\$ ipython

```
Line: 111 to 114
** Minuit ** True fval = 3378.59308005
Changed:
<
<
{'A': 148065.77491357646, 'bg': 572.3827252516722, 'angle': -61.91430148618889, 'muy': -8.716784396039797, 'mux': -16.485752060172157, 'sigy': 1.847472559732902, 'sigx': 13.82756811415661}
>
>
{'A': 148065.77491357646 'bg': 572.3827252516722 'angle': -61.91430148618889 'muy': -8.716784396039797 'mux': -16.485752060172157 'sigy': 1.847472559732902 'sigx': 13.82756811415661}

Line: 122 to 131
** iMinuit ** True fval = 3378.59308005
Changed:
<
<
{'A': 148065.77491357646, 'bg': 572.3827252516722, 'angle': -61.91430148618889, 'muy': -8.716784396039797, 'mux': -16.485752060172157, 'sigy': 1.847472559732902, 'sigx': 13.82756811415661}
>
>
{'A': 148065.77491357646 'bg': 572.3827252516722 'angle': -61.91430148618889 'muy': -8.716784396039797 'mux': -16.485752060172157 'sigy': 1.847472559732902 'sigx': 13.82756811415661}

- - - - roi 1 - - - -

Line: 145 to 160
** Minuit ** True fval = 2423.61433436
Changed:
<
<
{'A': -1689302.7632115947, 'bg': 585.9531959869913, 'angle': 25.813492531895776, 'muy': -13.423944301993608, 'mux': -4.504492734579577, 'sigy': 25122.810112512532, 'sigx': 2.0492586927351626}
>
>
{'A': -1689302.7632115947 'bg': 585.9531959869913 'angle': 25.813492531895776 'muy': -13.423944301993608 'mux': -4.504492734579577 'sigy': 25122.810112512532 'sigx': 2.0492586927351626}

Line: 172 to 193
** Minuit ** True fval = 2621.31010476
Changed:
<
<
{'A': -7801603.7402832, 'bg': 565.2894243102445, 'angle': 77.34715405737066, 'muy': 16.02349753811419, 'mux': 27.94127875595934, 'sigy': 52188.23219050946, 'sigx': 5.368321266056039}
>
>
{'A': -7801603.7402832 'bg': 565.2894243102445 'angle': 77.34715405737066 'muy': 16.02349753811419 'mux': 27.94127875595934 'sigy': 52188.23219050946 'sigx': 5.368321266056039}

Line: 183 to 210
** iMinuit ** True fval = 2535.55500632
Changed:
<
<
{'A': 77486.75875832487, 'bg': 562.1384442511143, 'angle': 54.79707404918241, 'muy': 51.009931508035926, 'mux': 16.362362275226417, 'sigy': 8.96720420446321, 'sigx': 4.950876482213082}
>
>
{'A': 77486.75875832487 'bg': 562.1384442511143 'angle': 54.79707404918241 'muy': 51.009931508035926 'mux': 16.362362275226417 'sigy': 8.96720420446321 'sigx': 4.950876482213082}

- - - - roi 3 - - - -

Line: 217 to 250
** Minuit ** True fval = 18518.6448802
Changed:
<
<
{'A': 623566.7725842549, 'bg': 609.5961996123447, 'angle': -15.41095131751726, 'muy': 20.3925970025792, 'mux': 20.66268940748408, 'sigy': 4.131982235159669, 'sigx': 4.933146602350255}
>
>
{'A': 623566.7725842549 'bg': 609.5961996123447 'angle': -15.41095131751726 'muy': 20.3925970025792 'mux': 20.66268940748408 'sigy': 4.131982235159669 'sigx': 4.933146602350255}

** iMinuit ** True fval = 18518.6448722

Changed:
<
<
{'A': 623567.1999263188, 'bg': 609.5961485797089, 'angle': -15.411527948512415, 'muy': 20.39258392808676, 'mux': 20.662691735365026, 'sigy': 4.131973085959172, 'sigx': 4.933151038863691}
>
>
{'A': 623567.1999263188 'bg': 609.5961485797089 'angle': -15.411527948512415 'muy': 20.39258392808676 'mux': 20.662691735365026 'sigy': 4.131973085959172 'sigx': 4.933151038863691}

- - - - roi 5 - - - -

** Minuit ** True fval = 8121.49521915

Changed:
<
<
{'A': 299288.64674829907, 'bg': 582.5445902567951, 'angle': 1.1331914186329755, 'muy': 20.44991495209858, 'mux': 19.759599654212277, 'sigy': 4.0625827956205045, 'sigx': 4.7601946288987245}
>
>
{'A': 299288.64674829907 'bg': 582.5445902567951 'angle': 1.1331914186329755 'muy': 20.44991495209858 'mux': 19.759599654212277 'sigy': 4.0625827956205045 'sigx': 4.7601946288987245}

** iMinuit ** True fval = 8121.49521995

Changed:
<
<
{'A': 299288.7100926881, 'bg': 582.5446999143275, 'angle': 1.1328993370255063, 'muy': 20.449903147360263, 'mux': 19.75959910126001, 'sigy': 4.062583581715732, 'sigx': 4.7601920177616}
>
>
{'A': 299288.7100926881 'bg': 582.5446999143275 'angle': 1.1328993370255063 'muy': 20.449903147360263 'mux': 19.75959910126001 'sigy': 4.062583581715732 'sigx': 4.7601920177616}

- - - - roi 6 - - - -

Line: 269 to 326
** Minuit ** True fval = 6983.43103961
Changed:
<
<
{'A': -8756953.244731816, 'bg': 567.1947388548588, 'angle': 46.92096407674063, 'muy': 21.14230508304217, 'mux': 20.830279673077776, 'sigy': 5.567315049734359, 'sigx': 54447.86619203548}
>
>
{'A': -8756953.244731816 'bg': 567.1947388548588 'angle': 46.92096407674063 'muy': 21.14230508304217 'mux': 20.830279673077776 'sigy': 5.567315049734359 'sigx': 54447.86619203548}

Line: 280 to 343
** iMinuit ** True fval = 6955.0230036
Changed:
<
<
{'A': 365509.23907745775, 'bg': 563.4214190637549, 'angle': 38.36013587526631, 'muy': 108.57998839846091, 'mux': 95.17800199712902, 'sigy': 38.53978707406289, 'sigx': 3.969993706388433}
>
>
{'A': 365509.23907745775 'bg': 563.4214190637549 'angle': 38.36013587526631 'muy': 108.57998839846091 'mux': 95.17800199712902 'sigy': 38.53978707406289 'sigx': 3.969993706388433}

- - - - roi 7 - - - -

Line: 350 to 419
** Minuit ** True fval = 3079.2565078
Changed:
<
<
{'A': 124189.01527936573, 'bg': 567.5158998998949, 'angle': -18.183098579813944, 'muy': 3.3437289634734535, 'mux': -35.89335953230764, 'sigy': 3.6148545826651546, 'sigx': 19.67907563361348}
>
>
{'A': 124189.01527936573 'bg': 567.5158998998949 'angle': -18.183098579813944 'muy': 3.3437289634734535 'mux': -35.89335953230764 'sigy': 3.6148545826651546 'sigx': 19.67907563361348}

Line: 361 to 436
** iMinuit ** True fval = 3079.2565078
Changed:
<
<
{'A': 124189.01527936573, 'bg': 567.5158998998949, 'angle': -18.183098579813944, 'muy': 3.3437289634734535, 'mux': -35.89335953230764, 'sigy': 3.6148545826651546, 'sigx': 19.67907563361348}
>
>
{'A': 124189.01527936573 'bg': 567.5158998998949 'angle': -18.183098579813944 'muy': 3.3437289634734535 'mux': -35.89335953230764 'sigy': 3.6148545826651546 'sigx': 19.67907563361348}

- - - - roi 9 - - - -

Line: 496 to 577
** Minuit ** True fval = 2241.27588185
Changed:
<
<
{'A': -64789.424921831946, 'bg': 563.5845256995262, 'angle': -4.755160035503593, 'muy': 509.90028376518273, 'mux': -6.161575102932611, 'sigy': 286.73257957087094, 'sigx': 1.5080630902914556}
>
>
{'A': -64789.424921831946 'bg': 563.5845256995262 'angle': -4.755160035503593 'muy': 509.90028376518273 'mux': -6.161575102932611 'sigy': 286.73257957087094 'sigx': 1.5080630902914556}

Line: 508 to 595
** iMinuit ** True fval = 2241.27588185
Changed:
<
<
{'A': -64789.424921831946, 'bg': 563.5845256995262, 'angle': -4.755160035503593, 'muy': 509.90028376518273, 'mux': -6.161575102932611, 'sigy': 286.73257957087094, 'sigx': 1.5080630902914556}
>
>
{'A': -64789.424921831946 'bg': 563.5845256995262 'angle': -4.755160035503593 'muy': 509.90028376518273 'mux': -6.161575102932611 'sigy': 286.73257957087094 'sigx': 1.5080630902914556}

- - - - roi 12 - - - -

Line: 539 to 632
** Minuit ** True fval = 3858.40551076
Changed:
<
<
{'A': -6762.088958596599, 'bg': 588.4291717223091, 'angle': 55.09528025167285, 'muy': 17.667571776975617, 'mux': 15.333538688748039, 'sigy': -5.765826983183968, 'sigx': 3.5984939042514306}
>
>
{'A': -6762.088958596599 'bg': 588.4291717223091 'angle': 55.09528025167285 'muy': 17.667571776975617 'mux': 15.333538688748039 'sigy': -5.765826983183968 'sigx': 3.5984939042514306}

Line: 841 to 940
** Minuit ** True fval = 79401.1079512
Changed:
<
<
{'A': 2280723.370917509, 'bg': 696.6552058220949, 'angle': -17.549555250077802, 'muy': 20.721862561557515, 'mux': 21.25101564813208, 'sigy': 4.165314055626622, 'sigx': 4.987261125363536}
>
>
{'A': 2280723.370917509 'bg': 696.6552058220949 'angle': -17.549555250077802 'muy': 20.721862561557515 'mux': 21.25101564813208 'sigy': 4.165314055626622 'sigx': 4.987261125363536}

** iMinuit ** True fval = 79401.1079492

Changed:
<
<
{'A': 2280723.2216387773, 'bg': 696.6551709994527, 'angle': -17.54971146587401, 'muy': 20.721858082355272, 'mux': 21.251014224626317, 'sigy': 4.165313439830403, 'sigx': 4.98726449309343}
>
>
{'A': 2280723.2216387773 'bg': 696.6551709994527 'angle': -17.54971146587401 'muy': 20.721858082355272 'mux': 21.251014224626317 'sigy': 4.165313439830403 'sigx': 4.98726449309343}

- - - - roi 17 - - - -

** Minuit ** True fval = 8265.04834761

Changed:
<
<
{'A': 318460.6660450181, 'bg': 584.8436751336843, 'angle': 0.7205946567492845, 'muy': 20.701559609319204, 'mux': 20.47444321671409, 'sigy': 3.9979386357959004, 'sigx': 4.6529124791490055}
>
>
{'A': 318460.6660450181 'bg': 584.8436751336843 'angle': 0.7205946567492845 'muy': 20.701559609319204 'mux': 20.47444321671409 'sigy': 3.9979386357959004 'sigx': 4.6529124791490055}

** iMinuit ** True fval = 8265.04834986

Changed:
<
<
{'A': 318460.6801322455, 'bg': 584.8435888096394, 'angle': 0.7209462116732794, 'muy': 20.70156218034965, 'mux': 20.474427952661088, 'sigy': 3.9979452774711093, 'sigx': 4.652917359691424}
>
>
{'A': 318460.6801322455 'bg': 584.8435888096394 'angle': 0.7209462116732794 'muy': 20.70156218034965 'mux': 20.474427952661088 'sigy': 3.9979452774711093 'sigx': 4.652917359691424}

- - - - roi 18 - - - -

** Minuit ** True fval = 3246.11658959

Changed:
<
<
{'A': 120769.86287339163, 'bg': 587.7045500545522, 'angle': 57.3005400521329, 'muy': 19.940220643614698, 'mux': 19.008156557811258, 'sigy': 5.014290569209643, 'sigx': 4.16288425188374}
>
>
{'A': 120769.86287339163 'bg': 587.7045500545522 'angle': 57.3005400521329 'muy': 19.940220643614698 'mux': 19.008156557811258 'sigy': 5.014290569209643 'sigx': 4.16288425188374}

** iMinuit ** True fval = 3246.1165949

Changed:
<
<
{'A': 120770.01194514554, 'bg': 587.7051157276667, 'angle': 57.29884741919943, 'muy': 19.94022228209817, 'mux': 19.008137658232293, 'sigy': 5.014260392116431, 'sigx': 4.1628811025415375}
>
>
{'A': 120770.01194514554 'bg': 587.7051157276667 'angle': 57.29884741919943 'muy': 19.94022228209817 'mux': 19.008137658232293 'sigy': 5.014260392116431 'sigx': 4.1628811025415375}

- - - - roi 19 - - - -

** Minuit ** True fval = 10650.2174752

Changed:
<
<
{'A': 454917.38597829104, 'bg': 611.0589058577422, 'angle': -24.263068801984502, 'muy': 20.608474933253397, 'mux': 20.018131005923294, 'sigy': 4.098961542052516, 'sigx': 4.883202766309448}
>
>
{'A': 454917.38597829104 'bg': 611.0589058577422 'angle': -24.263068801984502 'muy': 20.608474933253397 'mux': 20.018131005923294 'sigy': 4.098961542052516 'sigx': 4.883202766309448}

** iMinuit ** True fval = 10650.2174743

Changed:
<
<
{'A': 454917.02672682033, 'bg': 611.0591621248678, 'angle': -24.262914713071837, 'muy': 20.608473744078925, 'mux': 20.0181281847428, 'sigy': 4.098957468647641, 'sigx': 4.883207350418244}
>
>
{'A': 454917.02672682033 'bg': 611.0591621248678 'angle': -24.262914713071837 'muy': 20.608473744078925 'mux': 20.0181281847428 'sigy': 4.098957468647641 'sigx': 4.883207350418244}

- - - - roi 20 - - - -

** Minuit ** True fval = 42253.5062368

Changed:
<
<
{'A': 1247740.29406449, 'bg': 648.5195788289112, 'angle': -31.775418513179076, 'muy': 20.9273700132327, 'mux': 20.61891841279177, 'sigy': 4.332325134518958, 'sigx': 5.290521845689175}
>
>
{'A': 1247740.29406449 'bg': 648.5195788289112 'angle': -31.775418513179076 'muy': 20.9273700132327 'mux': 20.61891841279177 'sigy': 4.332325134518958 'sigx': 5.290521845689175}

** iMinuit ** True fval = 42253.5062376

Changed:
<
<
{'A': 1247740.4289249901, 'bg': 648.5194137481546, 'angle': -31.775312043438007, 'muy': 20.927369705775664, 'mux': 20.618919306229234, 'sigy': 4.332325465960032, 'sigx': 5.290518069241512}
>
>
{'A': 1247740.4289249901 'bg': 648.5194137481546 'angle': -31.775312043438007 'muy': 20.927369705775664 'mux': 20.618919306229234 'sigy': 4.332325465960032 'sigx': 5.290518069241512}

- - - - roi 21 - - - -

** Minuit ** True fval = 7800.06134809

Changed:
<
<
{'A': 339635.4256425956, 'bg': 599.445381549316, 'angle': -28.316344768643205, 'muy': 20.418671753837884, 'mux': 20.14162161272486, 'sigy': 4.080722479609732, 'sigx': 4.944232085345582}
>
>
{'A': 339635.4256425956 'bg': 599.445381549316 'angle': -28.316344768643205 'muy': 20.418671753837884 'mux': 20.14162161272486 'sigy': 4.080722479609732 'sigx': 4.944232085345582}

** iMinuit ** True fval = 7800.0613482

Changed:
<
<
{'A': 339635.6316690559, 'bg': 599.4454178466127, 'angle': -28.31593725079665, 'muy': 20.418674292654757, 'mux': 20.14163411117907, 'sigy': 4.080721308516051, 'sigx': 4.944228809885553}
>
>
{'A': 339635.6316690559 'bg': 599.4454178466127 'angle': -28.31593725079665 'muy': 20.418674292654757 'mux': 20.14163411117907 'sigy': 4.080721308516051 'sigx': 4.944228809885553}

- - - - roi 22 - - - -

** Minuit ** True fval = 2691.32143359

Changed:
<
<
{'A': 11531.979063474304, 'bg': 571.6804495460534, 'angle': 17.753898625873845, 'muy': 20.544546583514432, 'mux': 25.248673568548273, 'sigy': 4.562988664359767, 'sigx': 5.1249257343406915}
>
>
{'A': 11531.979063474304 'bg': 571.6804495460534 'angle': 17.753898625873845 'muy': 20.544546583514432 'mux': 25.248673568548273 'sigy': 4.562988664359767 'sigx': 5.1249257343406915}

Line: 937 to 1114
** iMinuit ** True fval = 2691.32143244
Changed:
<
<
{'A': 11531.618825405401, 'bg': 571.6803722290349, 'angle': 17.763403542972995, 'muy': 20.54449291866988, 'mux': 25.24866481054502, 'sigy': 4.562888870011636, 'sigx': 5.124959686954614}
>
>
{'A': 11531.618825405401 'bg': 571.6803722290349 'angle': 17.763403542972995 'muy': 20.54449291866988 'mux': 25.24866481054502 'sigy': 4.562888870011636 'sigx': 5.124959686954614}

- - - - roi 23 - - - -

** Minuit ** True fval = 9121.895719

Changed:
<
<
{'A': 384903.90541824716, 'bg': 600.071553869503, 'angle': -28.554169424319667, 'muy': 20.116014838587393, 'mux': 20.527557354100754, 'sigy': 4.157478592503187, 'sigx': 5.0602417469584}
>
>
{'A': 384903.90541824716 'bg': 600.071553869503 'angle': -28.554169424319667 'muy': 20.116014838587393 'mux': 20.527557354100754 'sigy': 4.157478592503187 'sigx': 5.0602417469584}

** iMinuit ** True fval = 9121.89571952

Changed:
<
<
{'A': 384903.3192244213, 'bg': 600.0707714951126, 'angle': -28.555258327219654, 'muy': 20.116017611253604, 'mux': 20.527589315564626, 'sigy': 4.157476975596071, 'sigx': 5.06023364743324}
>
>
{'A': 384903.3192244213 'bg': 600.0707714951126 'angle': -28.555258327219654 'muy': 20.116017611253604 'mux': 20.527589315564626 'sigy': 4.157476975596071 'sigx': 5.06023364743324}

- - - - roi 24 - - - -

Line: 1034 to 1229
** Minuit ** True fval = 158635.492056
Changed:
<
<
{'A': 4755186.972049388, 'bg': 817.710091916564, 'angle': -14.335336283339558, 'muy': 20.702638747414024, 'mux': 20.468195757583572, 'sigy': 4.030161743320317, 'sigx': 5.016437669674367}
>
>
{'A': 4755186.972049388 'bg': 817.710091916564 'angle': -14.335336283339558 'muy': 20.702638747414024 'mux': 20.468195757583572 'sigy': 4.030161743320317 'sigx': 5.016437669674367}

** iMinuit ** True fval = 158635.492056

Changed:
<
<
{'A': 4755187.13309057, 'bg': 817.710084278245, 'angle': -14.335342088668952, 'muy': 20.702638594781725, 'mux': 20.468195534949217, 'sigy': 4.030161855437403, 'sigx': 5.016437504780601}
>
>
{'A': 4755187.13309057 'bg': 817.710084278245 'angle': -14.335342088668952 'muy': 20.702638594781725 'mux': 20.468195534949217 'sigy': 4.030161855437403 'sigx': 5.016437504780601}

- - - - roi 28 - - - -

Line: 1098 to 1305
** Minuit ** True fval = 4730.28737714
Changed:
<
<
{'A': 221648.16244415983, 'bg': 565.5254987621598, 'angle': -20.057313309873365, 'muy': -24.619690830644288, 'mux': 21.859940217961046, 'sigy': 14.061872184162592, 'sigx': 4.16667977659773}
>
>
{'A': 221648.16244415983 'bg': 565.5254987621598 'angle': -20.057313309873365 'muy': -24.619690830644288 'mux': 21.859940217961046 'sigy': 14.061872184162592 'sigx': 4.16667977659773}

Line: 1109 to 1322
** iMinuit ** True fval = 4730.28737714
Changed:
<
<
{'A': 221648.16244415983, 'bg': 565.5254987621598, 'angle': -20.057313309873365, 'muy': -24.619690830644288, 'mux': 21.859940217961046, 'sigy': 14.061872184162592, 'sigx': 4.16667977659773}
>
>
{'A': 221648.16244415983 'bg': 565.5254987621598 'angle': -20.057313309873365 'muy': -24.619690830644288 'mux': 21.859940217961046 'sigy': 14.061872184162592 'sigx': 4.16667977659773}

- - - - roi 31 - - - -

** Minuit ** True fval = 46791.7008351

Changed:
<
<
{'A': 732627.1282683008, 'bg': 697.5547581602436, 'angle': -89.99999999999903, 'muy': 20.56922514681664, 'mux': 20.328924261179086, 'sigy': 4.71064666922819, 'sigx': 4.512853355049917}
>
>
{'A': 732627.1282683008 'bg': 697.5547581602436 'angle': -89.99999999999903 'muy': 20.56922514681664 'mux': 20.328924261179086 'sigy': 4.71064666922819 'sigx': 4.512853355049917}

** iMinuit ** True fval = 46791.7008337

Changed:
<
<
{'A': 732627.2267353914, 'bg': 697.5546352952638, 'angle': -89.99999999992897, 'muy': 20.56922926843171, 'mux': 20.32893120453606, 'sigy': 4.7106414007324595, 'sigx': 4.512853262308565}
>
>
{'A': 732627.2267353914 'bg': 697.5546352952638 'angle': -89.99999999992897 'muy': 20.56922926843171 'mux': 20.32893120453606 'sigy': 4.7106414007324595 'sigx': 4.512853262308565}

- - - - roi 32 - - - -

Line: 1147 to 1378
** Minuit ** True fval = 2702.20303182
Changed:
<
<
{'A': 23692.66263572543, 'bg': 577.3992575746125, 'angle': -14.918186124736707, 'muy': 5.398620091547762, 'mux': 41.36462277632608, 'sigy': 4.029794154091341, 'sigx': 5.532377233259187}
>
>
{'A': 23692.66263572543 'bg': 577.3992575746125 'angle': -14.918186124736707 'muy': 5.398620091547762 'mux': 41.36462277632608 'sigy': 4.029794154091341 'sigx': 5.532377233259187}

** iMinuit ** True fval = 2702.20303182

Changed:
<
<
{'A': 23692.66263572543, 'bg': 577.3992575746125, 'angle': -14.918186124736707, 'muy': 5.398620091547762, 'mux': 41.36462277632608, 'sigy': 4.029794154091341, 'sigx': 5.532377233259187}
>
>
{'A': 23692.66263572543 'bg': 577.3992575746125 'angle': -14.918186124736707 'muy': 5.398620091547762 'mux': 41.36462277632608 'sigy': 4.029794154091341 'sigx': 5.532377233259187}

- - - - roi 33 - - - -

** Minuit ** True fval = 9833.97893579

Changed:
<
<
{'A': 491989.24580358044, 'bg': 611.5441512128597, 'angle': -26.72840609058195, 'muy': 20.20607973606682, 'mux': 20.260319149964648, 'sigy': 3.9631044083838436, 'sigx': 4.744638298182633}
>
>
{'A': 491989.24580358044 'bg': 611.5441512128597 'angle': -26.72840609058195 'muy': 20.20607973606682 'mux': 20.260319149964648 'sigy': 3.9631044083838436 'sigx': 4.744638298182633}

** iMinuit ** True fval = 9833.97893579

Changed:
<
<
{'A': 491989.2792716845, 'bg': 611.5442018814086, 'angle': -26.72840189946622, 'muy': 20.206078161078008, 'mux': 20.260319267607027, 'sigy': 3.963102774997116, 'sigx': 4.744637461983109}
>
>
{'A': 491989.2792716845 'bg': 611.5442018814086 'angle': -26.72840189946622 'muy': 20.206078161078008 'mux': 20.260319267607027 'sigy': 3.963102774997116 'sigx': 4.744637461983109}

- - - - roi 34 - - - -

** Minuit ** True fval = 6885.97347282

Changed:
<
<
{'A': 356483.95987783314, 'bg': 602.6648428923478, 'angle': -14.116851841123932, 'muy': 20.780109778854868, 'mux': 20.49262447110312, 'sigy': 3.780584773332204, 'sigx': 4.422185650312604}
>
>
{'A': 356483.95987783314 'bg': 602.6648428923478 'angle': -14.116851841123932 'muy': 20.780109778854868 'mux': 20.49262447110312 'sigy': 3.780584773332204 'sigx': 4.422185650312604}

** iMinuit ** True fval = 6885.97347279

Changed:
<
<
{'A': 356484.0109419419, 'bg': 602.664952950874, 'angle': -14.11700575275718, 'muy': 20.78011016920337, 'mux': 20.492627522835953, 'sigy': 3.7805839540956954, 'sigx': 4.422182305279126}
>
>
{'A': 356484.0109419419 'bg': 602.664952950874 'angle': -14.11700575275718 'muy': 20.78011016920337 'mux': 20.492627522835953 'sigy': 3.7805839540956954 'sigx': 4.422182305279126}

- - - - roi 35 - - - -

** Minuit ** True fval = 2013.28997399

Changed:
<
<
{'A': 88375.08900330213, 'bg': 588.2308451656055, 'angle': 68.75886688374754, 'muy': 19.08237599116255, 'mux': 19.256862757787975, 'sigy': 4.335477459164802, 'sigx': 3.701475632446458}
>
>
{'A': 88375.08900330213 'bg': 588.2308451656055 'angle': 68.75886688374754 'muy': 19.08237599116255 'mux': 19.256862757787975 'sigy': 4.335477459164802 'sigx': 3.701475632446458}

** iMinuit ** True fval = 2013.28997468

Changed:
<
<
{'A': 88375.33608561366, 'bg': 588.2306214945208, 'angle': 68.75918466000323, 'muy': 19.082382388024058, 'mux': 19.25686709799509, 'sigy': 4.335493165022152, 'sigx': 3.70149316867755}
>
>
{'A': 88375.33608561366 'bg': 588.2306214945208 'angle': 68.75918466000323 'muy': 19.082382388024058 'mux': 19.25686709799509 'sigy': 4.335493165022152 'sigx': 3.70149316867755}

- - - - roi 36 - - - -

Line: 1215 to 1494
** Minuit ** True fval = 2268.84391988
Changed:
<
<
{'A': 73732.5548872796, 'bg': 572.4338932045782, 'angle': -0.8281937978807719, 'muy': -5.804931067472619, 'mux': 40.43279856055955, 'sigy': 11.937550638969329, 'sigx': 0.3934422678456985}
>
>
{'A': 73732.5548872796 'bg': 572.4338932045782 'angle': -0.8281937978807719 'muy': -5.804931067472619 'mux': 40.43279856055955 'sigy': 11.937550638969329 'sigx': 0.3934422678456985}

Line: 1226 to 1511
** iMinuit ** True fval = 2268.84391988
Changed:
<
<
{'A': 73732.5548872796, 'bg': 572.4338932045782, 'angle': -0.8281937978807719, 'muy': -5.804931067472619, 'mux': 40.43279856055955, 'sigy': 11.937550638969329, 'sigx': 0.3934422678456985}
>
>
{'A': 73732.5548872796 'bg': 572.4338932045782 'angle': -0.8281937978807719 'muy': -5.804931067472619 'mux': 40.43279856055955 'sigy': 11.937550638969329 'sigx': 0.3934422678456985}

- - - - roi 37 - - - -

Line: 1252 to 1543
** Minuit ** True fval = 2855.2457798
Changed:
<
<
{'A': 64722.48757131264, 'bg': 559.9183382459357, 'angle': 89.99999318802617, 'muy': 6.364964587661999, 'mux': -38.19419424409231, 'sigy': 51.02161332523268, 'sigx': 16.18952838497707}
>
>
{'A': 64722.48757131264 'bg': 559.9183382459357 'angle': 89.99999318802617 'muy': 6.364964587661999 'mux': -38.19419424409231 'sigy': 51.02161332523268 'sigx': 16.18952838497707}

Line: 1263 to 1560
** iMinuit ** True fval = 2855.2457798
Changed:
<
<
{'A': 64722.48757131264, 'bg': 559.9183382459357, 'angle': 89.99999318802617, 'muy': 6.364964587661999, 'mux': -38.19419424409231, 'sigy': 51.02161332523268, 'sigx': 16.18952838497707}
>
>
{'A': 64722.48757131264 'bg': 559.9183382459357 'angle': 89.99999318802617 'muy': 6.364964587661999 'mux': -38.19419424409231 'sigy': 51.02161332523268 'sigx': 16.18952838497707}

- - - - roi 39 - - - -

Line: 1296 to 1599
** Minuit ** True fval = 2111.00646274
Changed:
<
<
{'A': 27425.95155639346, 'bg': 583.0661842458708, 'angle': -45.510305630286354, 'muy': 21.575805763536057, 'mux': 16.682813182397368, 'sigy': 5.7867174414620655, 'sigx': 4.295691753412272}
>
>
{'A': 27425.95155639346 'bg': 583.0661842458708 'angle': -45.510305630286354 'muy': 21.575805763536057 'mux': 16.682813182397368 'sigy': 5.7867174414620655 'sigx': 4.295691753412272}

Line: 1308 to 1617
** iMinuit ** True fval = 2111.00646729
Changed:
<
<
{'A': 27425.75222830647, 'bg': 583.0664040488831, 'angle': 44.48453318210619, 'muy': 21.575940206957434, 'mux': 16.682858625977364, 'sigy': 4.295595324623022, 'sigx': 5.786724499724386}
>
>
{'A': 27425.75222830647 'bg': 583.0664040488831 'angle': 44.48453318210619 'muy': 21.575940206957434 'mux': 16.682858625977364 'sigy': 4.295595324623022 'sigx': 5.786724499724386}

- - - - roi 40 - - - -

Line: 1416 to 1731
** Minuit ** True fval = 2337.77365552
Changed:
<
<
{'A': 94957.43740917309, 'bg': 580.4064559928429, 'angle': 79.03580381596512, 'muy': 20.830148289444985, 'mux': 20.046954361231574, 'sigy': 4.053973256330512, 'sigx': 3.550648047066906}
>
>
{'A': 94957.43740917309 'bg': 580.4064559928429 'angle': 79.03580381596512 'muy': 20.830148289444985 'mux': 20.046954361231574 'sigy': 4.053973256330512 'sigx': 3.550648047066906}

** iMinuit ** True fval = 2337.7736565

Changed:
<
<
{'A': 94957.44988412253, 'bg': 580.4064023360836, 'angle': 79.03557723996062, 'muy': 20.8301560574187, 'mux': 20.046971592204713, 'sigy': 4.053969309512219, 'sigx': 3.550660328478897}
>
>
{'A': 94957.44988412253 'bg': 580.4064023360836 'angle': 79.03557723996062 'muy': 20.8301560574187 'mux': 20.046971592204713 'sigy': 4.053969309512219 'sigx': 3.550660328478897}

- - - - roi 42 - - - -

Line: 1436 to 1763
** Minuit ** True fval = 2504.57152591
Changed:
<
<
{'A': 10272.737434459603, 'bg': 567.0091697550785, 'angle': -67.25500054246871, 'muy': 17.798070870164405, 'mux': 23.622121254283364, 'sigy': 4.088761143456511, 'sigx': 3.54771194038689}
>
>
{'A': 10272.737434459603 'bg': 567.0091697550785 'angle': -67.25500054246871 'muy': 17.798070870164405 'mux': 23.622121254283364 'sigy': 4.088761143456511 'sigx': 3.54771194038689}

** iMinuit ** True fval = 2504.57152426

Changed:
<
<
{'A': 10272.855236881902, 'bg': 567.0095673345189, 'angle': -67.2630978749066, 'muy': 17.798199961327295, 'mux': 23.622115176640907, 'sigy': 4.08873792780044, 'sigx': 3.5477995711581687}
>
>
{'A': 10272.855236881902 'bg': 567.0095673345189 'angle': -67.2630978749066 'muy': 17.798199961327295 'mux': 23.622115176640907 'sigy': 4.08873792780044 'sigx': 3.5477995711581687}

- - - - roi 43 - - - -

Line: 1458 to 1797
** Minuit ** True fval = 2294.02926966
Changed:
<
<
{'A': 116526.34285249427, 'bg': 590.433936411766, 'angle': 73.17301385436005, 'muy': 20.726632673767654, 'mux': 19.839375327836393, 'sigy': 4.235515388108135, 'sigx': 3.564823560678305}
>
>
{'A': 116526.34285249427 'bg': 590.433936411766 'angle': 73.17301385436005 'muy': 20.726632673767654 'mux': 19.839375327836393 'sigy': 4.235515388108135 'sigx': 3.564823560678305}

** iMinuit ** True fval = 2294.02926952

Changed:
<
<
{'A': 116526.57605195667, 'bg': 590.4335825446319, 'angle': 73.17227242719983, 'muy': 20.726628457743693, 'mux': 19.839379402120407, 'sigy': 4.235537300404976, 'sigx': 3.564815882379967}
>
>
{'A': 116526.57605195667 'bg': 590.4335825446319 'angle': 73.17227242719983 'muy': 20.726628457743693 'mux': 19.839379402120407 'sigy': 4.235537300404976 'sigx': 3.564815882379967}

- - - - roi 46 - - - -

Line: 1553 to 1904
** Minuit ** True fval = 19966.8353575
Changed:
<
<
{'A': 679286.8732433093, 'bg': 629.2652094419865, 'angle': -89.99999999999015, 'muy': 20.40807822018856, 'mux': 20.31592291902525, 'sigy': 4.362162577010625, 'sigx': 4.111471992859492}
>
>
{'A': 679286.8732433093 'bg': 629.2652094419865 'angle': -89.99999999999015 'muy': 20.40807822018856 'mux': 20.31592291902525 'sigy': 4.362162577010625 'sigx': 4.111471992859492}

** iMinuit ** True fval = 19966.8353562

Changed:
<
<
{'A': 679285.9768514354, 'bg': 629.2657871476657, 'angle': -89.99999999994024, 'muy': 20.408091714859992, 'mux': 20.315918923920602, 'sigy': 4.362177872610793, 'sigx': 4.11147450652823}
>
>
{'A': 679285.9768514354 'bg': 629.2657871476657 'angle': -89.99999999994024 'muy': 20.408091714859992 'mux': 20.315918923920602 'sigy': 4.362177872610793 'sigx': 4.11147450652823}

- - - - roi 49 - - - -

Line: 1606 to 1969
** Minuit ** True fval = 2157.56344307
Changed:
<
<
{'A': -447029.1600018435, 'bg': 592.0877001234893, 'angle': 80.5096407877173, 'muy': -2.5777628040728784, 'mux': -127.61348825960064, 'sigy': 185.56545105774, 'sigx': 26.859019217144457}
>
>
{'A': -447029.1600018435 'bg': 592.0877001234893 'angle': 80.5096407877173 'muy': -2.5777628040728784 'mux': -127.61348825960064 'sigy': 185.56545105774 'sigx': 26.859019217144457}

Line: 1617 to 1986
** iMinuit ** True fval = 2149.97592331
Changed:
<
<
{'A': 63370.960399583266, 'bg': 582.1255944524843, 'angle': -58.54106234206651, 'muy': -33.206071496625604, 'mux': 91.63672897658864, 'sigy': 28.673781285362946, 'sigx': 1.6162604192102121}
>
>
{'A': 63370.960399583266 'bg': 582.1255944524843 'angle': -58.54106234206651 'muy': -33.206071496625604 'mux': 91.63672897658864 'sigy': 28.673781285362946 'sigx': 1.6162604192102121}

- - - - roi 50 - - - -

Line: 1645 to 2020
** Minuit ** True fval = 3414.52400202
Changed:
<
<
{'A': 149567.4591222262, 'bg': 582.6092707551805, 'angle': 3.3394501897008695, 'muy': 13.117873260436346, 'mux': -19.526151197506664, 'sigy': 3.7209561701434013, 'sigx': 9.446896017054396}
>
>
{'A': 149567.4591222262 'bg': 582.6092707551805 'angle': 3.3394501897008695 'muy': 13.117873260436346 'mux': -19.526151197506664 'sigy': 3.7209561701434013 'sigx': 9.446896017054396}

Line: 1656 to 2037
** iMinuit ** True fval = 3414.52400202
Changed:
<
<
{'A': 149567.4591222262, 'bg': 582.6092707551805, 'angle': 3.3394501897008695, 'muy': 13.117873260436346, 'mux': -19.526151197506664, 'sigy': 3.7209561701434013, 'sigx': 9.446896017054396}
>
>
{'A': 149567.4591222262 'bg': 582.6092707551805 'angle': 3.3394501897008695 'muy': 13.117873260436346 'mux': -19.526151197506664 'sigy': 3.7209561701434013 'sigx': 9.446896017054396}

- - - - roi 51 - - - -

** Minuit ** True fval = 6955.52891449

Changed:
<
<
{'A': 417098.16608775116, 'bg': 600.4752917208237, 'angle': -4.16171120703693, 'muy': 20.3910682809323, 'mux': 20.47557624908281, 'sigy': 3.5350525336010077, 'sigx': 3.982835263434713}
>
>
{'A': 417098.16608775116 'bg': 600.4752917208237 'angle': -4.16171120703693 'muy': 20.3910682809323 'mux': 20.47557624908281 'sigy': 3.5350525336010077 'sigx': 3.982835263434713}

** iMinuit ** True fval = 6955.52891399

Changed:
<
<
{'A': 417098.3873601022, 'bg': 600.4752058811624, 'angle': -4.162013825825085, 'muy': 20.391069580378378, 'mux': 20.475578879097156, 'sigy': 3.535054931780533, 'sigx': 3.98283412267473}
>
>
{'A': 417098.3873601022 'bg': 600.4752058811624 'angle': -4.162013825825085 'muy': 20.391069580378378 'mux': 20.475578879097156 'sigy': 3.535054931780533 'sigx': 3.98283412267473}

- - - - roi 52 - - - -

Line: 1759 to 2158
** Minuit ** True fval = 1449.24038795
Changed:
<
<
{'A': 309.51503314810816, 'bg': 590.3265201996733, 'angle': -43.3268187537511, 'muy': 19.51089884461597, 'mux': 19.48017602282, 'sigy': 0.002991666963970564, 'sigx': 0.4471068237148437}
>
>
{'A': 309.51503314810816 'bg': 590.3265201996733 'angle': -43.3268187537511 'muy': 19.51089884461597 'mux': 19.48017602282 'sigy': 0.002991666963970564 'sigx': 0.4471068237148437}

Line: 1799 to 2204
** iMinuit ** True fval = 10748.8701963
Changed:
<
<
{'A': 619443.5353143102, 'bg': 590.6236867305064, 'angle': -9.410132797414064, 'muy': 21.125580115423677, 'mux': 42.185855541492025, 'sigy': 4.303226138704186, 'sigx': 0.35920318930680056}
>
>
{'A': 619443.5353143102 'bg': 590.6236867305064 'angle': -9.410132797414064 'muy': 21.125580115423677 'mux': 42.185855541492025 'sigy': 4.303226138704186 'sigx': 0.35920318930680056}

- - - - roi 53 - - - -

** Minuit ** True fval = 4272.0939862

Changed:
<
<
{'A': 277938.8098818659, 'bg': 595.9706635365912, 'angle': -10.737680354039597, 'muy': 20.393664626418406, 'mux': 20.456086285479902, 'sigy': 3.4541235248671773, 'sigx': 3.924186953514024}
>
>
{'A': 277938.8098818659 'bg': 595.9706635365912 'angle': -10.737680354039597 'muy': 20.393664626418406 'mux': 20.456086285479902 'sigy': 3.4541235248671773 'sigx': 3.924186953514024}

** iMinuit ** True fval = 4272.09398639

Changed:
<
<
{'A': 277938.7511786992, 'bg': 595.9704370194719, 'angle': -10.737735838171048, 'muy': 20.393663603633044, 'mux': 20.45609123315205, 'sigy': 3.4541235038618705, 'sigx': 3.9241865484882306}
>
>
{'A': 277938.7511786992 'bg': 595.9704370194719 'angle': -10.737735838171048 'muy': 20.393663603633044 'mux': 20.45609123315205 'sigy': 3.4541235038618705 'sigx': 3.9241865484882306}

- - - - roi 54 - - - -

Line: 1956 to 2379
** Minuit ** True fval = 4418.04473129
Changed:
<
<
{'A': 164681.39447219475, 'bg': 596.9978973726122, 'angle': -17.139428958270983, 'muy': 20.95876182698452, 'mux': 19.85543708988008, 'sigy': 3.362686643959178, 'sigx': 3.8397169861984675}
>
>
{'A': 164681.39447219475 'bg': 596.9978973726122 'angle': -17.139428958270983 'muy': 20.95876182698452 'mux': 19.85543708988008 'sigy': 3.362686643959178 'sigx': 3.8397169861984675}

** iMinuit ** True fval = 4418.04473092

Changed:
<
<
{'A': 164681.70264208983, 'bg': 596.9983092338543, 'angle': -17.139283027085767, 'muy': 20.95874990297424, 'mux': 19.85543354503498, 'sigy': 3.362700863885353, 'sigx': 3.8397229801429376}
>
>
{'A': 164681.70264208983 'bg': 596.9983092338543 'angle': -17.139283027085767 'muy': 20.95874990297424 'mux': 19.85543354503498 'sigy': 3.362700863885353 'sigx': 3.8397229801429376}

- - - - roi 60 - - - -

** Minuit ** True fval = 4610.60039396

Changed:
<
<
{'A': 319708.85994253994, 'bg': 613.5327931782713, 'angle': -43.899247300098914, 'muy': 20.56405919731121, 'mux': 20.2286201106887, 'sigy': 3.863725657398556, 'sigx': 4.590393234638932}
>
>
{'A': 319708.85994253994 'bg': 613.5327931782713 'angle': -43.899247300098914 'muy': 20.56405919731121 'mux': 20.2286201106887 'sigy': 3.863725657398556 'sigx': 4.590393234638932}

** iMinuit ** True fval = 4610.60039242

Changed:
<
<
{'A': 319709.0369339089, 'bg': 613.5326856086838, 'angle': -43.8986229767998, 'muy': 20.564062096726804, 'mux': 20.22862210475931, 'sigy': 3.8637277441432594, 'sigx': 4.590389932093664}
>
>
{'A': 319709.0369339089 'bg': 613.5326856086838 'angle': -43.8986229767998 'muy': 20.564062096726804 'mux': 20.22862210475931 'sigy': 3.8637277441432594 'sigx': 4.590389932093664}

- - - - roi 61 - - - -

** Minuit ** True fval = 2752.10117909

Changed:
<
<
{'A': 182631.2835645885, 'bg': 591.2215407590191, 'angle': 70.25893214037794, 'muy': 20.300980003176942, 'mux': 20.249409688492452, 'sigy': 3.7858562204114055, 'sigx': 3.343284269671578}
>
>
{'A': 182631.2835645885 'bg': 591.2215407590191 'angle': 70.25893214037794 'muy': 20.300980003176942 'mux': 20.249409688492452 'sigy': 3.7858562204114055 'sigx': 3.343284269671578}

** iMinuit ** True fval = 2752.10117912

Changed:
<
<
{'A': 182631.32074782145, 'bg': 591.221275708658, 'angle': 70.258827267302, 'muy': 20.300980749551663, 'mux': 20.249413195195743, 'sigy': 3.785856605699093, 'sigx': 3.3432813895505653}
>
>
{'A': 182631.32074782145 'bg': 591.221275708658 'angle': 70.258827267302 'muy': 20.300980749551663 'mux': 20.249413195195743 'sigy': 3.785856605699093 'sigx': 3.3432813895505653}

- - - - roi 62 - - - -

Line: 2006 to 2465
** Minuit ** True fval = 6106.741426
Changed:
<
<
{'A': 368886.4848467257, 'bg': 631.222423488026, 'angle': -47.332371930793755, 'muy': 20.674651524614607, 'mux': 20.378782564706572, 'sigy': 3.8978757331995237, 'sigx': 4.628509655256464}
>
>
{'A': 368886.4848467257 'bg': 631.222423488026 'angle': -47.332371930793755 'muy': 20.674651524614607 'mux': 20.378782564706572 'sigy': 3.8978757331995237 'sigx': 4.628509655256464}

** iMinuit ** True fval = 6106.74142659

Changed:
<
<
{'A': 368886.7104259557, 'bg': 631.2220920896762, 'angle': -47.33223696099, 'muy': 20.674649657979227, 'mux': 20.378781445996854, 'sigy': 3.8978820585150316, 'sigx': 4.628511308329306}
>
>
{'A': 368886.7104259557 'bg': 631.2220920896762 'angle': -47.33223696099 'muy': 20.674649657979227 'mux': 20.378781445996854 'sigy': 3.8978820585150316 'sigx': 4.628511308329306}

- - - - roi 65 - - - -

** Minuit ** True fval = 2840.3448445

Changed:
<
<
{'A': 178891.51949023912, 'bg': 592.3312884104407, 'angle': 69.62310155761756, 'muy': 20.066563304120553, 'mux': 20.44847811272047, 'sigy': 3.718498789711013, 'sigx': 3.3066960525350986}
>
>
{'A': 178891.51949023912 'bg': 592.3312884104407 'angle': 69.62310155761756 'muy': 20.066563304120553 'mux': 20.44847811272047 'sigy': 3.718498789711013 'sigx': 3.3066960525350986}

** iMinuit ** True fval = 2840.34484316

Changed:
<
<
{'A': 178891.52944500942, 'bg': 592.3309767525319, 'angle': 69.62197711498797, 'muy': 20.066558132030742, 'mux': 20.448474294446438, 'sigy': 3.7184972776412057, 'sigx': 3.3066906793071618}
>
>
{'A': 178891.52944500942 'bg': 592.3309767525319 'angle': 69.62197711498797 'muy': 20.066558132030742 'mux': 20.448474294446438 'sigy': 3.7184972776412057 'sigx': 3.3066906793071618}

- - - - roi 66 - - - -

** Minuit ** True fval = 2720.21432915

Changed:
<
<
{'A': 62735.0146568316, 'bg': 586.6536904849952, 'angle': 69.07744733692374, 'muy': 19.90920939981935, 'mux': 20.42074852699166, 'sigy': 3.5139394282350884, 'sigx': 3.181286853701267}
>
>
{'A': 62735.0146568316 'bg': 586.6536904849952 'angle': 69.07744733692374 'muy': 19.90920939981935 'mux': 20.42074852699166 'sigy': 3.5139394282350884 'sigx': 3.181286853701267}

** iMinuit ** True fval = 2720.21432915

Changed:
<
<
{'A': 62735.04727157366, 'bg': 586.6537272044337, 'angle': 69.07737862566472, 'muy': 19.909209290961513, 'mux': 20.4207456324564, 'sigy': 3.5139402000949835, 'sigx': 3.1812892894597713}
>
>
{'A': 62735.04727157366 'bg': 586.6537272044337 'angle': 69.07737862566472 'muy': 19.909209290961513 'mux': 20.4207456324564 'sigy': 3.5139402000949835 'sigx': 3.1812892894597713}

- - - - roi 67 - - - -

Line: 2099 to 2594
** Minuit ** True fval = 1425.16396008
Changed:
<
<
{'A': 284.46911576243605, 'bg': 585.5122090328953, 'angle': -43.084958274948534, 'muy': 19.51559938866986, 'mux': 19.48514938830806, 'sigy': 0.008321423268200276, 'sigx': 1.2265775936045302}
>
>
{'A': 284.46911576243605 'bg': 585.5122090328953 'angle': -43.084958274948534 'muy': 19.51559938866986 'mux': 19.48514938830806 'sigy': 0.008321423268200276 'sigx': 1.2265775936045302}

Line: 2174 to 2675
** Minuit ** True fval = 2819.87433342
Changed:
<
<
{'A': 71930.52867544629, 'bg': 569.7278298993738, 'angle': 67.11438535628906, 'muy': 53.464930984669095, 'mux': 20.241651513975683, 'sigy': 2.688899600194102, 'sigx': 8.150937814609495}
>
>
{'A': 71930.52867544629 'bg': 569.7278298993738 'angle': 67.11438535628906 'muy': 53.464930984669095 'mux': 20.241651513975683 'sigy': 2.688899600194102 'sigx': 8.150937814609495}

Line: 2185 to 2692
** iMinuit ** True fval = 2819.87433342
Changed:
<
<
{'A': 71930.52867544629, 'bg': 569.7278298993738, 'angle': 67.11438535628906, 'muy': 53.464930984669095, 'mux': 20.241651513975683, 'sigy': 2.688899600194102, 'sigx': 8.150937814609495}
>
>
{'A': 71930.52867544629 'bg': 569.7278298993738 'angle': 67.11438535628906 'muy': 53.464930984669095 'mux': 20.241651513975683 'sigy': 2.688899600194102 'sigx': 8.150937814609495}

- - - - roi 69 - - - -

Line: 2229 to 2742
** Minuit ** True fval = 2836.12587412
Changed:
<
<
{'A': 22466.299254350273, 'bg': 580.2194181831599, 'angle': -46.246931857035875, 'muy': 36.47658732160413, 'mux': 28.66750901349609, 'sigy': 3.2569428964990705, 'sigx': 4.009772406205779}
>
>
{'A': 22466.299254350273 'bg': 580.2194181831599 'angle': -46.246931857035875 'muy': 36.47658732160413 'mux': 28.66750901349609 'sigy': 3.2569428964990705 'sigx': 4.009772406205779}

** iMinuit ** True fval = 2836.12587412

Changed:
<
<
{'A': 22466.299254350273, 'bg': 580.2194181831599, 'angle': -46.246931857035875, 'muy': 36.47658732160413, 'mux': 28.66750901349609, 'sigy': 3.2569428964990705, 'sigx': 4.009772406205779}
>
>
{'A': 22466.299254350273 'bg': 580.2194181831599 'angle': -46.246931857035875 'muy': 36.47658732160413 'mux': 28.66750901349609 'sigy': 3.2569428964990705 'sigx': 4.009772406205779}

- - - - roi 70 - - - -

** Minuit ** True fval = 44468.3064189

Changed:
<
<
{'A': 1734183.5298197176, 'bg': 674.403344625776, 'angle': -2.8281925002770976, 'muy': 20.515877704627304, 'mux': 20.272017303721714, 'sigy': 3.4083138464589795, 'sigx': 3.690128478218381}
>
>
{'A': 1734183.5298197176 'bg': 674.403344625776 'angle': -2.8281925002770976 'muy': 20.515877704627304 'mux': 20.272017303721714 'sigy': 3.4083138464589795 'sigx': 3.690128478218381}

** iMinuit ** True fval = 44468.3064189

Changed:
<
<
{'A': 1734183.462712506, 'bg': 674.4030654466023, 'angle': -2.828108145916488, 'muy': 20.515876983732056, 'mux': 20.272016656907443, 'sigy': 3.4083134988883392, 'sigx': 3.69012771112927}
>
>
{'A': 1734183.462712506 'bg': 674.4030654466023 'angle': -2.828108145916488 'muy': 20.515876983732056 'mux': 20.272016656907443 'sigy': 3.4083134988883392 'sigx': 3.69012771112927}

- - - - roi 71 - - - -

Line: 2281 to 2818
** Minuit ** True fval = 3179.47849754
Changed:
<
<
{'A': 114277.94811849804, 'bg': 571.1639721160285, 'angle': 29.765867143661524, 'muy': -1.5572919095303352, 'mux': 39.113353708695975, 'sigy': 5.385604774893013, 'sigx': -0.2554914264279753}
>
>
{'A': 114277.94811849804 'bg': 571.1639721160285 'angle': 29.765867143661524 'muy': -1.5572919095303352 'mux': 39.113353708695975 'sigy': 5.385604774893013 'sigx': -0.2554914264279753}

Line: 2310 to 2853
** iMinuit ** True fval = 3179.47849754
Changed:
<
<
{'A': 114277.94811849804, 'bg': 571.1639721160285, 'angle': 29.765867143661524, 'muy': -1.5572919095303352, 'mux': 39.113353708695975, 'sigy': 5.385604774893013, 'sigx': -0.2554914264279753}
>
>
{'A': 114277.94811849804 'bg': 571.1639721160285 'angle': 29.765867143661524 'muy': -1.5572919095303352 'mux': 39.113353708695975 'sigy': 5.385604774893013 'sigx': -0.2554914264279753}

- - - - roi 72 - - - -

Line: 2325 to 2874
** Minuit ** True fval = 1732.10676118
Changed:
<
<
{'A': 93537.18505703179, 'bg': 586.6083313562021, 'angle': 54.81841411571105, 'muy': 20.547959159788054, 'mux': 20.310717549063604, 'sigy': 3.861048381504733, 'sigx': 3.33456207604897}
>
>
{'A': 93537.18505703179 'bg': 586.6083313562021 'angle': 54.81841411571105 'muy': 20.547959159788054 'mux': 20.310717549063604 'sigy': 3.861048381504733 'sigx': 3.33456207604897}

** iMinuit ** True fval = 1732.1067618

Changed:
<
<
{'A': 93537.0877499103, 'bg': 586.6085107374079, 'angle': 54.8187339732178, 'muy': 20.547957646384514, 'mux': 20.31072545483871, 'sigy': 3.861047060659338, 'sigx': 3.33456902607316}
>
>
{'A': 93537.0877499103 'bg': 586.6085107374079 'angle': 54.8187339732178 'muy': 20.547957646384514 'mux': 20.31072545483871 'sigy': 3.861047060659338 'sigx': 3.33456902607316}

- - - - roi 75 - - - -

Line: 2349 to 2910
** Minuit ** True fval = 3108.32833166
Changed:
<
<
{'A': -2421536.2915422926, 'bg': 576.1104140928438, 'angle': -31.67448182109741, 'muy': 12.927188258162724, 'mux': 25.768624643445065, 'sigy': 2.9345194281568263, 'sigx': 26311.212292698896}
>
>
{'A': -2421536.2915422926 'bg': 576.1104140928438 'angle': -31.67448182109741 'muy': 12.927188258162724 'mux': 25.768624643445065 'sigy': 2.9345194281568263 'sigx': 26311.212292698896}

Line: 2408 to 2975
- - - - roi 81 - - - - ** Border and/or not single **
Changed:
<
<
>
>
`<--/twistyPlugin-->`

Changed:
<
<
Side-by-side comparison:
>
>
`<--/twistyPlugin twikiMakeVisibleInline-->`

 roi number PyMinuit Fisical Result? iMinuit Fisical Result? HotPixel?
Changed:
<
<
 0 `fval = 3378.59308005 {'A': 148065.77491357646, 'bg': 572.3827252516722, 'angle': -61.91430148618889, 'muy': -8.716784396039797, 'mux': -16.485752060172157, 'sigy': 1.847472559732902, 'sigx': 13.82756811415661}` No `fval = 3378.59308005 {'A': 148065.77491357646, 'bg': 572.3827252516722, 'angle': -61.91430148618889, 'muy': -8.716784396039797, 'mux': -16.485752060172157, 'sigy': 1.847472559732902, 'sigx': 13.82756811415661}` No Yes 1 `fval = 2423.61433436 {'A': -1689302.7632115947, 'bg': 585.9531959869913, 'angle': 25.813492531895776, 'muy': -13.423944301993608, 'mux': -4.504492734579577, 'sigy': 25122.810112512532, 'sigx': 2.0492586927351626}` No `False` - Yes 2 `fval = 2621.31010476 {'A': -7801603.7402832, 'bg': 565.2894243102445, 'angle': 77.34715405737066, 'muy': 16.02349753811419, 'mux': 27.94127875595934, 'sigy': 52188.23219050946, 'sigx': 5.368321266056039}` No `fval = 2535.55500632 {'A': 77486.75875832487, 'bg': 562.1384442511143, 'angle': 54.79707404918241, 'muy': 51.009931508035926, 'mux': 16.362362275226417, 'sigy': 8.96720420446321, 'sigx': 4.950876482213082}` No Yes
>
>
 0 ```fval = 3378.59308005 {'A': 148065.77491357646 'bg': 572.3827252516722 'angle': -61.91430148618889 'muy': -8.716784396039797 'mux': -16.485752060172157 'sigy': 1.847472559732902 'sigx': 13.82756811415661}``` No ```fval = 3378.59308005 {'A': 148065.77491357646 'bg': 572.3827252516722 'angle': -61.91430148618889 'muy': -8.716784396039797 'mux': -16.485752060172157 'sigy': 1.847472559732902 'sigx': 13.82756811415661}``` No Yes 1 ```fval = 2423.61433436 {'A': -1689302.7632115947 'bg': 585.9531959869913 'angle': 25.813492531895776 'muy': -13.423944301993608 'mux': -4.504492734579577 'sigy': 25122.810112512532 'sigx': 2.0492586927351626}``` No `False` - Yes 2 ```fval = 2621.31010476 {'A': -7801603.7402832 'bg': 565.2894243102445 'angle': 77.34715405737066 'muy': 16.02349753811419 'mux': 27.94127875595934 'sigy': 52188.23219050946 'sigx': 5.368321266056039}``` No ```fval = 2535.55500632 {'A': 77486.75875832487 'bg': 562.1384442511143 'angle': 54.79707404918241 'muy': 51.009931508035926 'mux': 16.362362275226417 'sigy': 8.96720420446321 'sigx': 4.950876482213082}``` No Yes

 3 `False` - `False` - Yes
Changed:
<
<
 4 `fval = 18518.6448802 {'A': 623566.7725842549 'bg': 609.5961996123447 'angle': -15.41095131751726 'muy': 20.3925970025792 'mux': 20.66268940748408 'sigy': 4.131982235159669 'sigx': 4.933146602350255}` Yes `fval = 18518.6448722 {'A': 623567.1999263188 'bg': 609.5961485797089 'angle': -15.411527948512415 'muy': 20.39258392808676 'mux': 20.662691735365026 'sigy': 4.131973085959172 'sigx': 4.933151038863691}` Yes No 5 `fval = 8121.49521915 {'A': 299288.64674829907 'bg': 582.5445902567951 'angle': 1.1331914186329755 'muy': 20.44991495209858 'mux': 19.759599654212277 'sigy': 4.0625827956205045 'sigx': 4.7601946288987245}` Yes `fval = 8121.49521995 {'A': 299288.7100926881 'bg': 582.5446999143275 'angle': 1.1328993370255063 'muy': 20.449903147360263 'mux': 19.75959910126001 'sigy': 4.062583581715732 'sigx': 4.7601920177616}` Yes No 6 `fval = 6983.43103961 {'A': -8756953.244731816 'bg': 567.1947388548588 'angle': 46.92096407674063 'muy': 21.14230508304217 'mux': 20.830279673077776 'sigy': 5.567315049734359 'sigx': 54447.86619203548}` No ` fval = 6955.0230036 {'A': 365509.23907745775 'bg': 563.4214190637549 'angle': 38.36013587526631 'muy': 108.57998839846091 'mux': 95.17800199712902 'sigy': 38.53978707406289 'sigx': 3.969993706388433}` No Yes
>
>
 4 ```fval = 18518.6448802 {'A': 623566.7725842549 'bg': 609.5961996123447 'angle': -15.41095131751726 'muy': 20.3925970025792 'mux': 20.66268940748408 'sigy': 4.131982235159669 'sigx': 4.933146602350255}``` Yes ```fval = 18518.6448722 {'A': 623567.1999263188 'bg': 609.5961485797089 'angle': -15.411527948512415 'muy': 20.39258392808676 'mux': 20.662691735365026 'sigy': 4.131973085959172 'sigx': 4.933151038863691}``` Yes No 5 ```fval = 8121.49521915 {'A': 299288.64674829907 'bg': 582.5445902567951 'angle': 1.1331914186329755 'muy': 20.44991495209858 'mux': 19.759599654212277 'sigy': 4.0625827956205045 'sigx': 4.7601946288987245}``` Yes ```fval = 8121.49521995 {'A': 299288.7100926881 'bg': 582.5446999143275 'angle': 1.1328993370255063 'muy': 20.449903147360263 'mux': 19.75959910126001 'sigy': 4.062583581715732 'sigx': 4.7601920177616}``` Yes No 6 ```fval = 6983.43103961 {'A': -8756953.244731816 'bg': 567.1947388548588 'angle': 46.92096407674063 'muy': 21.14230508304217 'mux': 20.830279673077776 'sigy': 5.567315049734359 'sigx': 54447.86619203548}``` No ``` fval = 6955.0230036 {'A': 365509.23907745775 'bg': 563.4214190637549 'angle': 38.36013587526631 'muy': 108.57998839846091 'mux': 95.17800199712902 'sigy': 38.53978707406289 'sigx': 3.969993706388433}``` No Yes

 7 `False` - `False` - Yes
Changed:
<
<
 8 ` fval = 3079.2565078 {'A': 124189.01527936573 'bg': 567.5158998998949 'angle': -18.183098579813944 'muy': 3.3437289634734535 'mux': -35.89335953230764 'sigy': 3.6148545826651546 'sigx': 19.67907563361348}` No `fval = 3079.2565078 {'A': 124189.01527936573 'bg': 567.5158998998949 'angle': -18.183098579813944 'muy': 3.3437289634734535 'mux': -35.89335953230764 'sigy': 3.6148545826651546 'sigx': 19.67907563361348}` No Yes
>
>
 8 ``` fval = 3079.2565078 {'A': 124189.01527936573 'bg': 567.5158998998949 'angle': -18.183098579813944 'muy': 3.3437289634734535 'mux': -35.89335953230764 'sigy': 3.6148545826651546 'sigx': 19.67907563361348}``` No ```fval = 3079.2565078 {'A': 124189.01527936573 'bg': 567.5158998998949 'angle': -18.183098579813944 'muy': 3.3437289634734535 'mux': -35.89335953230764 'sigy': 3.6148545826651546 'sigx': 19.67907563361348}``` No Yes

 9 `False` - `False` - Yes 10 `False` - `False` - Yes
Changed:
<
<
 11 `fval = 2241.27588185 {'A': -64789.424921831946 'bg': 563.5845256995262 'angle': -4.755160035503593 'muy': 509.90028376518273 'mux': -6.161575102932611 'sigy': 286.73257957087094 'sigx': 1.5080630902914556}` No `fval = 2241.27588185 {'A': -64789.424921831946 'bg': 563.5845256995262 'angle': -4.755160035503593 'muy': 509.90028376518273 'mux': -6.161575102932611 'sigy': 286.73257957087094 'sigx': 1.5080630902914556}` No Yes 12 ` fval = 3858.40551076 {'A': -6762.088958596599 'bg': 588.4291717223091 'angle': 55.09528025167285 'muy': 17.667571776975617 'mux': 15.333538688748039 'sigy': -5.765826983183968 'sigx': 3.5984939042514306} ` No `False` No Yes
>
>
 11 ```fval = 2241.27588185 {'A': -64789.424921831946 'bg': 563.5845256995262 'angle': -4.755160035503593 'muy': 509.90028376518273 'mux': -6.161575102932611 'sigy': 286.73257957087094 'sigx': 1.5080630902914556}``` No ```fval = 2241.27588185 {'A': -64789.424921831946 'bg': 563.5845256995262 'angle': -4.755160035503593 'muy': 509.90028376518273 'mux': -6.161575102932611 'sigy': 286.73257957087094 'sigx': 1.5080630902914556}``` No Yes 12 ``` fval = 3858.40551076 {'A': -6762.088958596599 'bg': 588.4291717223091 'angle': 55.09528025167285 'muy': 17.667571776975617 'mux': 15.333538688748039 'sigy': -5.765826983183968 'sigx': 3.5984939042514306} ``` No `False` No Yes

 13 `False` - `False` - Yes 14 `False` - `False` - Yes 15 `False` - `False` - Yes
Changed:
<
<
 16 `fval = 79401.1079512 {'A': 2280723.370917509 'bg': 696.6552058220949 'angle': -17.549555250077802 'muy': 20.721862561557515 'mux': 21.25101564813208 'sigy': 4.165314055626622 'sigx': 4.987261125363536}` Yes `fval = 79401.1079492 {'A': 2280723.2216387773 'bg': 696.6551709994527 'angle': -17.54971146587401 'muy': 20.721858082355272 'mux': 21.251014224626317 'sigy': 4.165313439830403 'sigx': 4.98726449309343}` Yes No 17 `fval = 8265.04834761 {'A': 318460.6660450181 'bg': 584.8436751336843 'angle': 0.7205946567492845 'muy': 20.701559609319204 'mux': 20.47444321671409 'sigy': 3.9979386357959004 'sigx': 4.6529124791490055}` Yes `fval = 8265.04834986 {'A': 318460.6801322455 'bg': 584.8435888096394 'angle': 0.7209462116732794 'muy': 20.70156218034965 'mux': 20.474427952661088 'sigy': 3.9979452774711093 'sigx': 4.652917359691424}` Yes No 18 `fval = 3246.11658959 {'A': 120769.86287339163 'bg': 587.7045500545522 'angle': 57.3005400521329 'muy': 19.940220643614698 'mux': 19.008156557811258 'sigy': 5.014290569209643 'sigx': 4.16288425188374}` Yes `fval = 3246.1165949 {'A': 120770.01194514554 'bg': 587.7051157276667 'angle': 57.29884741919943 'muy': 19.94022228209817 'mux': 19.008137658232293 'sigy': 5.014260392116431 'sigx': 4.1628811025415375}` Yes No 19 `fval = 10650.2174752 {'A': 454917.38597829104 'bg': 611.0589058577422 'angle': -24.263068801984502 'muy': 20.608474933253397 'mux': 20.018131005923294 'sigy': 4.098961542052516 'sigx': 4.883202766309448}` Yes `fval = 10650.2174743 {'A': 454917.02672682033 'bg': 611.0591621248678 'angle': -24.262914713071837 'muy': 20.608473744078925 'mux': 20.0181281847428 'sigy': 4.098957468647641 'sigx': 4.883207350418244}` Yes No 20 `fval = 42253.5062368 {'A': 1247740.29406449 'bg': 648.5195788289112 'angle': -31.775418513179076 'muy': 20.9273700132327 'mux': 20.61891841279177 'sigy': 4.332325134518958 'sigx': 5.290521845689175}` Yes `fval = 42253.5062376 {'A': 1247740.4289249901 'bg': 648.5194137481546 'angle': -31.775312043438007 'muy': 20.927369705775664 'mux': 20.618919306229234 'sigy': 4.332325465960032 'sigx': 5.290518069241512}` Yes No 21 `fval = 7800.06134809 {'A': 339635.4256425956 'bg': 599.445381549316 'angle': -28.316344768643205 'muy': 20.418671753837884 'mux': 20.14162161272486 'sigy': 4.080722479609732 'sigx': 4.944232085345582}` Yes `fval = 7800.0613482 {'A': 339635.6316690559 'bg': 599.4454178466127 'angle': -28.31593725079665 'muy': 20.418674292654757 'mux': 20.14163411117907 'sigy': 4.080721308516051 'sigx': 4.944228809885553}` Yes No 22 `fval = 2691.32143359 {'A': 11531.979063474304 'bg': 571.6804495460534 'angle': 17.753898625873845 'muy': 20.544546583514432 'mux': 25.248673568548273 'sigy': 4.562988664359767 'sigx': 5.1249257343406915}` Yes `fval = 2691.32143244 {'A': 11531.618825405401 'bg': 571.6803722290349 'angle': 17.763403542972995 'muy': 20.54449291866988 'mux': 25.24866481054502 'sigy': 4.562888870011636 'sigx': 5.124959686954614}` Yes Maybe* 23 `fval = 9121.895719 {'A': 384903.90541824716 'bg': 600.071553869503 'angle': -28.554169424319667 'muy': 20.116014838587393 'mux': 20.527557354100754 'sigy': 4.157478592503187 'sigx': 5.0602417469584}` Yes `fval = 9121.89571952 {'A': 384903.3192244213 'bg': 600.0707714951126 'angle': -28.555258327219654 'muy': 20.116017611253604 'mux': 20.527589315564626 'sigy': 4.157476975596071 'sigx': 5.06023364743324}` Yes No
>
>
 16 ```fval = 79401.1079512 {'A': 2280723.370917509 'bg': 696.6552058220949 'angle': -17.549555250077802 'muy': 20.721862561557515 'mux': 21.25101564813208 'sigy': 4.165314055626622 'sigx': 4.987261125363536}``` Yes ```fval = 79401.1079492 {'A': 2280723.2216387773 'bg': 696.6551709994527 'angle': -17.54971146587401 'muy': 20.721858082355272 'mux': 21.251014224626317 'sigy': 4.165313439830403 'sigx': 4.98726449309343}``` Yes No 17 ```fval = 8265.04834761 {'A': 318460.6660450181 'bg': 584.8436751336843 'angle': 0.7205946567492845 'muy': 20.701559609319204 'mux': 20.47444321671409 'sigy': 3.9979386357959004 'sigx': 4.6529124791490055}``` Yes ```fval = 8265.04834986 {'A': 318460.6801322455 'bg': 584.8435888096394 'angle': 0.7209462116732794 'muy': 20.70156218034965 'mux': 20.474427952661088 'sigy': 3.9979452774711093 'sigx': 4.652917359691424}``` Yes No 18 ```fval = 3246.11658959 {'A': 120769.86287339163 'bg': 587.7045500545522 'angle': 57.3005400521329 'muy': 19.940220643614698 'mux': 19.008156557811258 'sigy': 5.014290569209643 'sigx': 4.16288425188374}``` Yes ```fval = 3246.1165949 {'A': 120770.01194514554 'bg': 587.7051157276667 'angle': 57.29884741919943 'muy': 19.94022228209817 'mux': 19.008137658232293 'sigy': 5.014260392116431 'sigx': 4.1628811025415375}``` Yes No 19 ```fval = 10650.2174752 {'A': 454917.38597829104 'bg': 611.0589058577422 'angle': -24.263068801984502 'muy': 20.608474933253397 'mux': 20.018131005923294 'sigy': 4.098961542052516 'sigx': 4.883202766309448}``` Yes ```fval = 10650.2174743 {'A': 454917.02672682033 'bg': 611.0591621248678 'angle': -24.262914713071837 'muy': 20.608473744078925 'mux': 20.0181281847428 'sigy': 4.098957468647641 'sigx': 4.883207350418244}``` Yes No 20 ```fval = 42253.5062368 {'A': 1247740.29406449 'bg': 648.5195788289112 'angle': -31.775418513179076 'muy': 20.9273700132327 'mux': 20.61891841279177 'sigy': 4.332325134518958 'sigx': 5.290521845689175}``` Yes ```fval = 42253.5062376 {'A': 1247740.4289249901 'bg': 648.5194137481546 'angle': -31.775312043438007 'muy': 20.927369705775664 'mux': 20.618919306229234 'sigy': 4.332325465960032 'sigx': 5.290518069241512}``` Yes No 21 ```fval = 7800.06134809 {'A': 339635.4256425956 'bg': 599.445381549316 'angle': -28.316344768643205 'muy': 20.418671753837884 'mux': 20.14162161272486 'sigy': 4.080722479609732 'sigx': 4.944232085345582}``` Yes ```fval = 7800.0613482 {'A': 339635.6316690559 'bg': 599.4454178466127 'angle': -28.31593725079665 'muy': 20.418674292654757 'mux': 20.14163411117907 'sigy': 4.080721308516051 'sigx': 4.944228809885553}``` Yes No 22 ```fval = 2691.32143359 {'A': 11531.979063474304 'bg': 571.6804495460534 'angle': 17.753898625873845 'muy': 20.544546583514432 'mux': 25.248673568548273 'sigy': 4.562988664359767 'sigx': 5.1249257343406915}``` Yes ```fval = 2691.32143244 {'A': 11531.618825405401 'bg': 571.6803722290349 'angle': 17.763403542972995 'muy': 20.54449291866988 'mux': 25.24866481054502 'sigy': 4.562888870011636 'sigx': 5.124959686954614}``` Yes Maybe* 23 ```fval = 9121.895719 {'A': 384903.90541824716 'bg': 600.071553869503 'angle': -28.554169424319667 'muy': 20.116014838587393 'mux': 20.527557354100754 'sigy': 4.157478592503187 'sigx': 5.0602417469584}``` Yes ```fval = 9121.89571952 {'A': 384903.3192244213 'bg': 600.0707714951126 'angle': -28.555258327219654 'muy': 20.116017611253604 'mux': 20.527589315564626 'sigy': 4.157476975596071 'sigx': 5.06023364743324}``` Yes No

 24 `False` - `False` - Yes 25 `False` - `False` - Yes 26 `N/A` - `N/A` - Border
Changed:
<
<
 27 `fval = 158635.492056 {'A': 4755186.972049388 'bg': 817.710091916564 'angle': -14.335336283339558 'muy': 20.702638747414024 'mux': 20.468195757583572 'sigy': 4.030161743320317 'sigx': 5.016437669674367}` Yes `fval = 158635.492056 {'A': 4755187.13309057 'bg': 817.710084278245 'angle': -14.335342088668952 'muy': 20.702638594781725 'mux': 20.468195534949217 'sigy': 4.030161855437403 'sigx': 5.016437504780601}` Yes No
>
>
 27 ```fval = 158635.492056 {'A': 4755186.972049388 'bg': 817.710091916564 'angle': -14.335336283339558 'muy': 20.702638747414024 'mux': 20.468195757583572 'sigy': 4.030161743320317 'sigx': 5.016437669674367}``` Yes ```fval = 158635.492056 {'A': 4755187.13309057 'bg': 817.710084278245 'angle': -14.335342088668952 'muy': 20.702638594781725 'mux': 20.468195534949217 'sigy': 4.030161855437403 'sigx': 5.016437504780601}``` Yes No

 28 `False` - `False` - Yes 29 `N/A` - `N/A` - Yes (Border)
Changed:
<
<
 30 `fval = 4730.28737714 {'A': 221648.16244415983 'bg': 565.5254987621598 'angle': -20.057313309873365 'muy': -24.619690830644288 'mux': 21.859940217961046 'sigy': 14.061872184162592 'sigx': 4.16667977659773}` No `fval = 4730.28737714 {'A': 221648.16244415983 'bg': 565.5254987621598 'angle': -20.057313309873365 'muy': -24.619690830644288 'mux': 21.859940217961046 'sigy': 14.061872184162592 'sigx': 4.16667977659773}` No Yes 31 ` fval = 46791.7008351 {'A': 732627.1282683008 'bg': 697.5547581602436 'angle': -89.99999999999903 'muy': 20.56922514681664 'mux': 20.328924261179086 'sigy': 4.71064666922819 'sigx': 4.512853355049917}` Yes `fval = 46791.7008337 {'A': 732627.2267353914 'bg': 697.5546352952638 'angle': -89.99999999992897 'muy': 20.56922926843171 'mux': 20.32893120453606 'sigy': 4.7106414007324595 'sigx': 4.512853262308565}` Yes No 32 `fval = 2702.20303182 {'A': 23692.66263572543 'bg': 577.3992575746125 'angle': -14.918186124736707 'muy': 5.398620091547762 'mux': 41.36462277632608 'sigy': 4.029794154091341 'sigx': 5.532377233259187}` Yes `fval = 2702.20303182 {'A': 23692.66263572543 'bg': 577.3992575746125 'angle': -14.918186124736707 'muy': 5.398620091547762 'mux': 41.36462277632608 'sigy': 4.029794154091341 'sigx': 5.532377233259187}` Yes Maybe* 33 ` fval = 9833.97893579 {'A': 491989.24580358044 'bg': 611.5441512128597 'angle': -26.72840609058195 'muy': 20.20607973606682 'mux': 20.260319149964648 'sigy': 3.9631044083838436 'sigx': 4.744638298182633}` Yes `fval = 9833.97893579 {'A': 491989.2792716845 'bg': 611.5442018814086 'angle': -26.72840189946622 'muy': 20.206078161078008 'mux': 20.260319267607027 'sigy': 3.963102774997116 'sigx': 4.744637461983109}` Yes No 34 `fval = 6885.97347282 {'A': 356483.95987783314 'bg': 602.6648428923478 'angle': -14.116851841123932 'muy': 20.780109778854868 'mux': 20.49262447110312 'sigy': 3.780584773332204 'sigx': 4.422185650312604}` Yes `fval = 6885.97347279 {'A': 356484.0109419419 'bg': 602.664952950874 'angle': -14.11700575275718 'muy': 20.78011016920337 'mux': 20.492627522835953 'sigy': 3.7805839540956954 'sigx': 4.422182305279126}` Yes No 35 `fval = 2013.28997399 {'A': 88375.08900330213 'bg': 588.2308451656055 'angle': 68.75886688374754 'muy': 19.08237599116255 'mux': 19.256862757787975 'sigy': 4.335477459164802 'sigx': 3.701475632446458}` Yes `fval = 2013.28997468 {'A': 88375.33608561366 'bg': 588.2306214945208 'angle': 68.75918466000323 'muy': 19.082382388024058 'mux': 19.25686709799509 'sigy': 4.335493165022152 'sigx': 3.70149316867755}` Yes No 36 ` fval = 2268.84391988 {'A': 73732.5548872796 'bg': 572.4338932045782 'angle': -0.8281937978807719 'muy': -5.804931067472619 'mux': 40.43279856055955 'sigy': 11.937550638969329 'sigx': 0.3934422678456985}` No `fval = 2268.84391988 {'A': 73732.5548872796 'bg': 572.4338932045782 'angle': -0.8281937978807719 'muy': -5.804931067472619 'mux': 40.43279856055955 'sigy': 11.937550638969329 'sigx': 0.3934422678456985}` No Yes
>
>
 30 ```fval = 4730.28737714 {'A': 221648.16244415983 'bg': 565.5254987621598 'angle': -20.057313309873365 'muy': -24.619690830644288 'mux': 21.859940217961046 'sigy': 14.061872184162592 'sigx': 4.16667977659773}``` No ```fval = 4730.28737714 {'A': 221648.16244415983 'bg': 565.5254987621598 'angle': -20.057313309873365 'muy': -24.619690830644288 'mux': 21.859940217961046 'sigy': 14.061872184162592 'sigx': 4.16667977659773}``` No Yes 31 ``` fval = 46791.7008351 {'A': 732627.1282683008 'bg': 697.5547581602436 'angle': -89.99999999999903 'muy': 20.56922514681664 'mux': 20.328924261179086 'sigy': 4.71064666922819 'sigx': 4.512853355049917}``` Yes ```fval = 46791.7008337 {'A': 732627.2267353914 'bg': 697.5546352952638 'angle': -89.99999999992897 'muy': 20.56922926843171 'mux': 20.32893120453606 'sigy': 4.7106414007324595 'sigx': 4.512853262308565}``` Yes No 32 ```fval = 2702.20303182 {'A': 23692.66263572543 'bg': 577.3992575746125 'angle': -14.918186124736707 'muy': 5.398620091547762 'mux': 41.36462277632608 'sigy': 4.029794154091341 'sigx': 5.532377233259187}``` Yes ```fval = 2702.20303182 {'A': 23692.66263572543 'bg': 577.3992575746125 'angle': -14.918186124736707 'muy': 5.398620091547762 'mux': 41.36462277632608 'sigy': 4.029794154091341 'sigx': 5.532377233259187}``` Yes Maybe* 33 ``` fval = 9833.97893579 {'A': 491989.24580358044 'bg': 611.5441512128597 'angle': -26.72840609058195 'muy': 20.20607973606682 'mux': 20.260319149964648 'sigy': 3.9631044083838436 'sigx': 4.744638298182633}``` Yes ```fval = 9833.97893579 {'A': 491989.2792716845 'bg': 611.5442018814086 'angle': -26.72840189946622 'muy': 20.206078161078008 'mux': 20.260319267607027 'sigy': 3.963102774997116 'sigx': 4.744637461983109}``` Yes No 34 ```fval = 6885.97347282 {'A': 356483.95987783314 'bg': 602.6648428923478 'angle': -14.116851841123932 'muy': 20.780109778854868 'mux': 20.49262447110312 'sigy': 3.780584773332204 'sigx': 4.422185650312604}``` Yes ```fval = 6885.97347279 {'A': 356484.0109419419 'bg': 602.664952950874 'angle': -14.11700575275718 'muy': 20.78011016920337 'mux': 20.492627522835953 'sigy': 3.7805839540956954 'sigx': 4.422182305279126}``` Yes No 35 ```fval = 2013.28997399 {'A': 88375.08900330213 'bg': 588.2308451656055 'angle': 68.75886688374754 'muy': 19.08237599116255 'mux': 19.256862757787975 'sigy': 4.335477459164802 'sigx': 3.701475632446458}``` Yes ```fval = 2013.28997468 {'A': 88375.33608561366 'bg': 588.2306214945208 'angle': 68.75918466000323 'muy': 19.082382388024058 'mux': 19.25686709799509 'sigy': 4.335493165022152 'sigx': 3.70149316867755}``` Yes No 36 ``` fval = 2268.84391988 {'A': 73732.5548872796 'bg': 572.4338932045782 'angle': -0.8281937978807719 'muy': -5.804931067472619 'mux': 40.43279856055955 'sigy': 11.937550638969329 'sigx': 0.3934422678456985}``` No ```fval = 2268.84391988 {'A': 73732.5548872796 'bg': 572.4338932045782 'angle': -0.8281937978807719 'muy': -5.804931067472619 'mux': 40.43279856055955 'sigy': 11.937550638969329 'sigx': 0.3934422678456985}``` No Yes

 37 `N/A` - `N/A` - Yes (Border)
Changed:
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 38 `fval = 2855.2457798 {'A': 64722.48757131264 'bg': 559.9183382459357 'angle': 89.99999318802617 'muy': 6.364964587661999 'mux': -38.19419424409231 'sigy': 51.02161332523268 'sigx': 16.18952838497707}` No `fval = 2855.2457798 {'A': 64722.48757131264 'bg': 559.9183382459357 'angle': 89.99999318802617 'muy': 6.364964587661999 'mux': -38.19419424409231 'sigy': 51.02161332523268 'sigx': 16.18952838497707}` No Yes 39 `fval = 2111.00646274 {'A': 27425.95155639346 'bg': 583.0661842458708 'angle': -45.510305630286354 'muy': 21.575805763536057 'mux': 16.682813182397368 'sigy': 5.7867174414620655 'sigx': 4.295691753412272}` Yes `fval = 2111.00646729 {'A': 27425.75222830647 'bg': 583.0664040488831 'angle': 44.48453318210619 'muy': 21.575940206957434 'mux': 16.682858625977364 'sigy': 4.295595324623022 'sigx': 5.786724499724386}` Yes Maybe*
>
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 38 ```fval = 2855.2457798 {'A': 64722.48757131264 'bg': 559.9183382459357 'angle': 89.99999318802617 'muy': 6.364964587661999 'mux': -38.19419424409231 'sigy': 51.02161332523268 'sigx': 16.18952838497707}``` No ```fval = 2855.2457798 {'A': 64722.48757131264 'bg': 559.9183382459357 'angle': 89.99999318802617 'muy': 6.364964587661999 'mux': -38.19419424409231 'sigy': 51.02161332523268 'sigx': 16.18952838497707}``` No Yes 39 ```fval = 2111.00646274 {'A': 27425.95155639346 'bg': 583.0661842458708 'angle': -45.510305630286354 'muy': 21.575805763536057 'mux': 16.682813182397368 'sigy': 5.7867174414620655 'sigx': 4.295691753412272}``` Yes ```fval = 2111.00646729 {'A': 27425.75222830647 'bg': 583.0664040488831 'angle': 44.48453318210619 'muy': 21.575940206957434 'mux': 16.682858625977364 'sigy': 4.295595324623022 'sigx': 5.786724499724386}``` Yes Maybe*

 40 `False` - `False` - Yes
Changed:
<
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 41 `fval = 2337.77365552 {'A': 94957.43740917309 'bg': 580.4064559928429 'angle': 79.03580381596512 'muy': 20.830148289444985 'mux': 20.046954361231574 'sigy': 4.053973256330512 'sigx': 3.550648047066906}` Yes `fval = 2337.7736565 {'A': 94957.44988412253 'bg': 580.4064023360836 'angle': 79.03557723996062 'muy': 20.8301560574187 'mux': 20.046971592204713 'sigy': 4.053969309512219 'sigx': 3.550660328478897}` Yes No 42 `fval = 2504.57152591 {'A': 10272.737434459603 'bg': 567.0091697550785 'angle': -67.25500054246871 'muy': 17.798070870164405 'mux': 23.622121254283364 'sigy': 4.088761143456511 'sigx': 3.54771194038689}` Yes `fval = 2504.57152426 {'A': 10272.855236881902 'bg': 567.0095673345189 'angle': -67.2630978749066 'muy': 17.798199961327295 'mux': 23.622115176640907 'sigy': 4.08873792780044 'sigx': 3.5477995711581687}` Yes Maybe*
>
>
 41 ```fval = 2337.77365552 {'A': 94957.43740917309 'bg': 580.4064559928429 'angle': 79.03580381596512 'muy': 20.830148289444985 'mux': 20.046954361231574 'sigy': 4.053973256330512 'sigx': 3.550648047066906}``` Yes ```fval = 2337.7736565 {'A': 94957.44988412253 'bg': 580.4064023360836 'angle': 79.03557723996062 'muy': 20.8301560574187 'mux': 20.046971592204713 'sigy': 4.053969309512219 'sigx': 3.550660328478897}``` Yes No 42 ```fval = 2504.57152591 {'A': 10272.737434459603 'bg': 567.0091697550785 'angle': -67.25500054246871 'muy': 17.798070870164405 'mux': 23.622121254283364 'sigy': 4.088761143456511 'sigx': 3.54771194038689}``` Yes ```fval = 2504.57152426 {'A': 10272.855236881902 'bg': 567.0095673345189 'angle': -67.2630978749066 'muy': 17.798199961327295 'mux': 23.622115176640907 'sigy': 4.08873792780044 'sigx': 3.5477995711581687}``` Yes Maybe*

 43 `N/A` - `N/A` - Double 44 `N/A` - `N/A` - Double
Changed:
<
<
 45 `fval = 2294.02926966 {'A': 116526.34285249427 'bg': 590.433936411766 'angle': 73.17301385436005 'muy': 20.726632673767654 'mux': 19.839375327836393 'sigy': 4.235515388108135 'sigx': 3.564823560678305}` Yes `fval = 2294.02926952 {'A': 116526.57605195667 'bg': 590.4335825446319 'angle': 73.17227242719983 'muy': 20.726628457743693 'mux': 19.839379402120407 'sigy': 4.235537300404976 'sigx': 3.564815882379967}` Yes No
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 45 ```fval = 2294.02926966 {'A': 116526.34285249427 'bg': 590.433936411766 'angle': 73.17301385436005 'muy': 20.726632673767654 'mux': 19.839375327836393 'sigy': 4.235515388108135 'sigx': 3.564823560678305}``` Yes ```fval = 2294.02926952 {'A': 116526.57605195667 'bg': 590.4335825446319 'angle': 73.17227242719983 'muy': 20.726628457743693 'mux': 19.839379402120407 'sigy': 4.235537300404976 'sigx': 3.564815882379967}``` Yes No

 46 `False` - `False` - Yes 47 `False` - `False` - Yes
Changed:
<
<
 48 `fval = 19966.8353575 {'A': 679286.8732433093 'bg': 629.2652094419865 'angle': -89.99999999999015 'muy': 20.40807822018856 'mux': 20.31592291902525 'sigy': 4.362162577010625 'sigx': 4.111471992859492}` Yes `fval = 19966.8353562 {'A': 679285.9768514354 'bg': 629.2657871476657 'angle': -89.99999999994024 'muy': 20.408091714859992 'mux': 20.315918923920602 'sigy': 4.362177872610793 'sigx': 4.11147450652823}` Yes No 49 `fval = 2157.56344307 {'A': -447029.1600018435 'bg': 592.0877001234893 'angle': 80.5096407877173 'muy': -2.5777628040728784 'mux': -127.61348825960064 'sigy': 185.56545105774 'sigx': 26.859019217144457}` No `fval = 2149.97592331 {'A': 63370.960399583266 'bg': 582.1255944524843 'angle': -58.54106234206651 'muy': -33.206071496625604 'mux': 91.63672897658864 'sigy': 28.673781285362946 'sigx': 1.6162604192102121}` No Yes 50 `fval = 3414.52400202 {'A': 149567.4591222262 'bg': 582.6092707551805 'angle': 3.3394501897008695 'muy': 13.117873260436346 'mux': -19.526151197506664 'sigy': 3.7209561701434013 'sigx': 9.446896017054396}` No `fval = 3414.52400202 {'A': 149567.4591222262 'bg': 582.6092707551805 'angle': 3.3394501897008695 'muy': 13.117873260436346 'mux': -19.526151197506664 'sigy': 3.7209561701434013 'sigx': 9.446896017054396}` No Yes 51 ` fval = 6955.52891449 {'A': 417098.16608775116 'bg': 600.4752917208237 'angle': -4.16171120703693 'muy': 20.3910682809323 'mux': 20.47557624908281 'sigy': 3.5350525336010077 'sigx': 3.982835263434713}` Yes `fval = 6955.52891399 {'A': 417098.3873601022 'bg': 600.4752058811624 'angle': -4.162013825825085 'muy': 20.391069580378378 'mux': 20.475578879097156 'sigy': 3.535054931780533 'sigx': 3.98283412267473}` Yes No 52 `fval = 1449.24038795 {'A': 309.51503314810816 'bg': 590.3265201996733 'angle': -43.3268187537511 'muy': 19.51089884461597 'mux': 19.48017602282 'sigy': 0.002991666963970564 'sigx': 0.4471068237148437}` No `fval = 10748.8701963 {'A': 619443.5353143102 'bg': 590.6236867305064 'angle': -9.410132797414064 'muy': 21.125580115423677 'mux': 42.185855541492025 'sigy': 4.303226138704186 'sigx': 0.35920318930680056}` No Yes 53 `fval = 4272.0939862 {'A': 277938.8098818659 'bg': 595.9706635365912 'angle': -10.737680354039597 'muy': 20.393664626418406 'mux': 20.456086285479902 'sigy': 3.4541235248671773 'sigx': 3.924186953514024}` Yes `fval = 4272.09398639 {'A': 277938.7511786992 'bg': 595.9704370194719 'angle': -10.737735838171048 'muy': 20.393663603633044 'mux': 20.45609123315205 'sigy': 3.4541235038618705 'sigx': 3.9241865484882306}` Yes No
>
>
 48 ```fval = 19966.8353575 {'A': 679286.8732433093 'bg': 629.2652094419865 'angle': -89.99999999999015 'muy': 20.40807822018856 'mux': 20.31592291902525 'sigy': 4.362162577010625 'sigx': 4.111471992859492}``` Yes ```fval = 19966.8353562 {'A': 679285.9768514354 'bg': 629.2657871476657 'angle': -89.99999999994024 'muy': 20.408091714859992 'mux': 20.315918923920602 'sigy': 4.362177872610793 'sigx': 4.11147450652823}``` Yes No 49 ```fval = 2157.56344307 {'A': -447029.1600018435 'bg': 592.0877001234893 'angle': 80.5096407877173 'muy': -2.5777628040728784 'mux': -127.61348825960064 'sigy': 185.56545105774 'sigx': 26.859019217144457}``` No ```fval = 2149.97592331 {'A': 63370.960399583266 'bg': 582.1255944524843 'angle': -58.54106234206651 'muy': -33.206071496625604 'mux': 91.63672897658864 'sigy': 28.673781285362946 'sigx': 1.6162604192102121}``` No Yes 50 ```fval = 3414.52400202 {'A': 149567.4591222262 'bg': 582.6092707551805 'angle': 3.3394501897008695 'muy': 13.117873260436346 'mux': -19.526151197506664 'sigy': 3.7209561701434013 'sigx': 9.446896017054396}``` No ```fval = 3414.52400202 {'A': 149567.4591222262 'bg': 582.6092707551805 'angle': 3.3394501897008695 'muy': 13.117873260436346 'mux': -19.526151197506664 'sigy': 3.7209561701434013 'sigx': 9.446896017054396}``` No Yes 51 ``` fval = 6955.52891449 {'A': 417098.16608775116 'bg': 600.4752917208237 'angle': -4.16171120703693 'muy': 20.3910682809323 'mux': 20.47557624908281 'sigy': 3.5350525336010077 'sigx': 3.982835263434713}``` Yes ```fval = 6955.52891399 {'A': 417098.3873601022 'bg': 600.4752058811624 'angle': -4.162013825825085 'muy': 20.391069580378378 'mux': 20.475578879097156 'sigy': 3.535054931780533 'sigx': 3.98283412267473}``` Yes No 52 ```fval = 1449.24038795 {'A': 309.51503314810816 'bg': 590.3265201996733 'angle': -43.3268187537511 'muy': 19.51089884461597 'mux': 19.48017602282 'sigy': 0.002991666963970564 'sigx': 0.4471068237148437}``` No ```fval = 10748.8701963 {'A': 619443.5353143102 'bg': 590.6236867305064 'angle': -9.410132797414064 'muy': 21.125580115423677 'mux': 42.185855541492025 'sigy': 4.303226138704186 'sigx': 0.35920318930680056}``` No Yes 53 ```fval = 4272.0939862 {'A': 277938.8098818659 'bg': 595.9706635365912 'angle': -10.737680354039597 'muy': 20.393664626418406 'mux': 20.456086285479902 'sigy': 3.4541235248671773 'sigx': 3.924186953514024}``` Yes ```fval = 4272.09398639 {'A': 277938.7511786992 'bg': 595.9704370194719 'angle': -10.737735838171048 'muy': 20.393663603633044 'mux': 20.45609123315205 'sigy': 3.4541235038618705 'sigx': 3.9241865484882306}``` Yes No

 54 `False` - `False` - Yes 55 `N/A` - `N/A` - Maybe* 56 `N/A` - `N/A` - Maybe* 57 `False` - `False` - Yes 58 `False` - `False` - Yes
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 59 `fval = 4418.04473129 {'A': 164681.39447219475 'bg': 596.9978973726122 'angle': -17.139428958270983 'muy': 20.95876182698452 'mux': 19.85543708988008 'sigy': 3.362686643959178 'sigx': 3.8397169861984675}` Yes `fval = 4418.04473092 {'A': 164681.70264208983 'bg': 596.9983092338543 'angle': -17.139283027085767 'muy': 20.95874990297424 'mux': 19.85543354503498 'sigy': 3.362700863885353 'sigx': 3.8397229801429376}` Yes No 60 `fval = 4610.60039396 {'A': 319708.85994253994 'bg': 613.5327931782713 'angle': -43.899247300098914 'muy': 20.56405919731121 'mux': 20.2286201106887 'sigy': 3.863725657398556 'sigx': 4.590393234638932}` Yes `fval = 4610.60039242 {'A': 319709.0369339089 'bg': 613.5326856086838 'angle': -43.8986229767998 'muy': 20.564062096726804 'mux': 20.22862210475931 'sigy': 3.8637277441432594 'sigx': 4.590389932093664}` Yes No 61 `fval = 2752.10117909 {'A': 182631.2835645885 'bg': 591.2215407590191 'angle': 70.25893214037794 'muy': 20.300980003176942 'mux': 20.249409688492452 'sigy': 3.7858562204114055 'sigx': 3.343284269671578}` Yes `fval = 2752.10117912 {'A': 182631.32074782145 'bg': 591.221275708658 'angle': 70.258827267302 'muy': 20.300980749551663 'mux': 20.249413195195743 'sigy': 3.785856605699093 'sigx': 3.3432813895505653}` Yes No
>
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 59 ```fval = 4418.04473129 {'A': 164681.39447219475 'bg': 596.9978973726122 'angle': -17.139428958270983 'muy': 20.95876182698452 'mux': 19.85543708988008 'sigy': 3.362686643959178 'sigx': 3.8397169861984675}``` Yes ```fval = 4418.04473092 {'A': 164681.70264208983 'bg': 596.9983092338543 'angle': -17.139283027085767 'muy': 20.95874990297424 'mux': 19.85543354503498 'sigy': 3.362700863885353 'sigx': 3.8397229801429376}``` Yes No 60 ```fval = 4610.60039396 {'A': 319708.85994253994 'bg': 613.5327931782713 'angle': -43.899247300098914 'muy': 20.56405919731121 'mux': 20.2286201106887 'sigy': 3.863725657398556 'sigx': 4.590393234638932}``` Yes ```fval = 4610.60039242 {'A': 319709.0369339089 'bg': 613.5326856086838 'angle': -43.8986229767998 'muy': 20.564062096726804 'mux': 20.22862210475931 'sigy': 3.8637277441432594 'sigx': 4.590389932093664}``` Yes No 61 ```fval = 2752.10117909 {'A': 182631.2835645885 'bg': 591.2215407590191 'angle': 70.25893214037794 'muy': 20.300980003176942 'mux': 20.249409688492452 'sigy': 3.7858562204114055 'sigx': 3.343284269671578}``` Yes ```fval = 2752.10117912 {'A': 182631.32074782145 'bg': 591.221275708658 'angle': 70.258827267302 'muy': 20.300980749551663 'mux': 20.249413195195743 'sigy': 3.785856605699093 'sigx': 3.3432813895505653}``` Yes No

 62 `N/A` - `N/A` - Maybe* 63 `N/A` - `N/A` - Maybe*
Changed:
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 64 `fval = 6106.741426 {'A': 368886.4848467257 'bg': 631.222423488026 'angle': -47.332371930793755 'muy': 20.674651524614607 'mux': 20.378782564706572 'sigy': 3.8978757331995237 'sigx': 4.628509655256464}` Yes `fval = 6106.74142659 {'A': 368886.7104259557 'bg': 631.2220920896762 'angle': -47.33223696099 'muy': 20.674649657979227 'mux': 20.378781445996854 'sigy': 3.8978820585150316 'sigx': 4.628511308329306}` Yes No 65 `fval = 2840.3448445 {'A': 178891.51949023912 'bg': 592.3312884104407 'angle': 69.62310155761756 'muy': 20.066563304120553 'mux': 20.44847811272047 'sigy': 3.718498789711013 'sigx': 3.3066960525350986}` Yes ` fval = 2840.34484316 {'A': 178891.52944500942 'bg': 592.3309767525319 'angle': 69.62197711498797 'muy': 20.066558132030742 'mux': 20.448474294446438 'sigy': 3.7184972776412057 'sigx': 3.3066906793071618} ` Yes No 66 `fval = 2720.21432915 {'A': 62735.0146568316 'bg': 586.6536904849952 'angle': 69.07744733692374 'muy': 19.90920939981935 'mux': 20.42074852699166 'sigy': 3.5139394282350884 'sigx': 3.181286853701267}` Yes `fval = 2720.21432915 {'A': 62735.04727157366 'bg': 586.6537272044337 'angle': 69.07737862566472 'muy': 19.909209290961513 'mux': 20.4207456324564 'sigy': 3.5139402000949835 'sigx': 3.1812892894597713}` Yes No 67 `fval = 1425.16396008 {'A': 284.46911576243605 'bg': 585.5122090328953 'angle': -43.084958274948534 'muy': 19.51559938866986 'mux': 19.48514938830806 'sigy': 0.008321423268200276 'sigx': 1.2265775936045302}` No `False` - Yes 68 `fval = 2819.87433342 {'A': 71930.52867544629 'bg': 569.7278298993738 'angle': 67.11438535628906 'muy': 53.464930984669095 'mux': 20.241651513975683 'sigy': 2.688899600194102 'sigx': 8.150937814609495}` No `fval = 2819.87433342 {'A': 71930.52867544629 'bg': 569.7278298993738 'angle': 67.11438535628906 'muy': 53.464930984669095 'mux': 20.241651513975683 'sigy': 2.688899600194102 'sigx': 8.150937814609495}` No Yes 69 `fval = 2836.12587412 {'A': 22466.299254350273 'bg': 580.2194181831599 'angle': -46.246931857035875 'muy': 36.47658732160413 'mux': 28.66750901349609 'sigy': 3.2569428964990705 'sigx': 4.009772406205779}` Yes `fval = 2836.12587412 {'A': 22466.299254350273 'bg': 580.2194181831599 'angle': -46.246931857035875 'muy': 36.47658732160413 'mux': 28.66750901349609 'sigy': 3.2569428964990705 'sigx': 4.009772406205779}` Yes Maybe* 70 `fval = 44468.3064189 {'A': 1734183.5298197176 'bg': 674.403344625776 'angle': -2.8281925002770976 'muy': 20.515877704627304 'mux': 20.272017303721714 'sigy': 3.4083138464589795 'sigx': 3.690128478218381}` Yes `fval = 44468.3064189 {'A': 1734183.462712506 'bg': 674.4030654466023 'angle': -2.828108145916488 'muy': 20.515876983732056 'mux': 20.272016656907443 'sigy': 3.4083134988883392 'sigx': 3.69012771112927}` Yes No 71 `fval = 3179.47849754 {'A': 114277.94811849804 'bg': 571.1639721160285 'angle': 29.765867143661524 'muy': -1.5572919095303352 'mux': 39.113353708695975 'sigy': 5.385604774893013 'sigx': -0.2554914264279753}` No `fval = 3179.47849754 {'A': 114277.94811849804 'bg': 571.1639721160285 'angle': 29.765867143661524 'muy': -1.5572919095303352 'mux': 39.113353708695975 'sigy': 5.385604774893013 'sigx': -0.2554914264279753}` No Yes
>
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 64 ```fval = 6106.741426 {'A': 368886.4848467257 'bg': 631.222423488026 'angle': -47.332371930793755 'muy': 20.674651524614607 'mux': 20.378782564706572 'sigy': 3.8978757331995237 'sigx': 4.628509655256464}``` Yes ```fval = 6106.74142659 {'A': 368886.7104259557 'bg': 631.2220920896762 'angle': -47.33223696099 'muy': 20.674649657979227 'mux': 20.378781445996854 'sigy': 3.8978820585150316 'sigx': 4.628511308329306}``` Yes No 65 ```fval = 2840.3448445 {'A': 178891.51949023912 'bg': 592.3312884104407 'angle': 69.62310155761756 'muy': 20.066563304120553 'mux': 20.44847811272047 'sigy': 3.718498789711013 'sigx': 3.3066960525350986}``` Yes ``` fval = 2840.34484316 {'A': 178891.52944500942 'bg': 592.3309767525319 'angle': 69.62197711498797 'muy': 20.066558132030742 'mux': 20.448474294446438 'sigy': 3.7184972776412057 'sigx': 3.3066906793071618} ``` Yes No 66 ```fval = 2720.21432915 {'A': 62735.0146568316 'bg': 586.6536904849952 'angle': 69.07744733692374 'muy': 19.90920939981935 'mux': 20.42074852699166 'sigy': 3.5139394282350884 'sigx': 3.181286853701267}``` Yes ```fval = 2720.21432915 {'A': 62735.04727157366 'bg': 586.6537272044337 'angle': 69.07737862566472 'muy': 19.909209290961513 'mux': 20.4207456324564 'sigy': 3.5139402000949835 'sigx': 3.1812892894597713}``` Yes No 67 ```fval = 1425.16396008 {'A': 284.46911576243605 'bg': 585.5122090328953 'angle': -43.084958274948534 'muy': 19.51559938866986 'mux': 19.48514938830806 'sigy': 0.008321423268200276 'sigx': 1.2265775936045302}``` No `False` - Yes 68 ```fval = 2819.87433342 {'A': 71930.52867544629 'bg': 569.7278298993738 'angle': 67.11438535628906 'muy': 53.464930984669095 'mux': 20.241651513975683 'sigy': 2.688899600194102 'sigx': 8.150937814609495}``` No ```fval = 2819.87433342 {'A': 71930.52867544629 'bg': 569.7278298993738 'angle': 67.11438535628906 'muy': 53.464930984669095 'mux': 20.241651513975683 'sigy': 2.688899600194102 'sigx': 8.150937814609495}``` No Yes 69 ```fval = 2836.12587412 {'A': 22466.299254350273 'bg': 580.2194181831599 'angle': -46.246931857035875 'muy': 36.47658732160413 'mux': 28.66750901349609 'sigy': 3.2569428964990705 'sigx': 4.009772406205779}``` Yes ```fval = 2836.12587412 {'A': 22466.299254350273 'bg': 580.2194181831599 'angle': -46.246931857035875 'muy': 36.47658732160413 'mux': 28.66750901349609 'sigy': 3.2569428964990705 'sigx': 4.009772406205779}``` Yes Maybe* 70 ```fval = 44468.3064189 {'A': 1734183.5298197176 'bg': 674.403344625776 'angle': -2.8281925002770976 'muy': 20.515877704627304 'mux': 20.272017303721714 'sigy': 3.4083138464589795 'sigx': 3.690128478218381}``` Yes ```fval = 44468.3064189 {'A': 1734183.462712506 'bg': 674.4030654466023 'angle': -2.828108145916488 'muy': 20.515876983732056 'mux': 20.272016656907443 'sigy': 3.4083134988883392 'sigx': 3.69012771112927}``` Yes No 71 ```fval = 3179.47849754 {'A': 114277.94811849804 'bg': 571.1639721160285 'angle': 29.765867143661524 'muy': -1.5572919095303352 'mux': 39.113353708695975 'sigy': 5.385604774893013 'sigx': -0.2554914264279753}``` No ```fval = 3179.47849754 {'A': 114277.94811849804 'bg': 571.1639721160285 'angle': 29.765867143661524 'muy': -1.5572919095303352 'mux': 39.113353708695975 'sigy': 5.385604774893013 'sigx': -0.2554914264279753}``` No Yes

 72 `N/A` - `N/A` - Maybe* 73 `N/A` - `N/A` - Maybe*
Changed:
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 74 `fval = 1732.10676118 {'A': 93537.18505703179 'bg': 586.6083313562021 'angle': 54.81841411571105 'muy': 20.547959159788054 'mux': 20.310717549063604 'sigy': 3.861048381504733 'sigx': 3.33456207604897}` Yes `fval = 1732.1067618 {'A': 93537.0877499103 'bg': 586.6085107374079 'angle': 54.8187339732178 'muy': 20.547957646384514 'mux': 20.31072545483871 'sigy': 3.861047060659338 'sigx': 3.33456902607316}` Yes No 75 ` fval = 3108.32833166 {'A': -2421536.2915422926 'bg': 576.1104140928438 'angle': -31.67448182109741 'muy': 12.927188258162724 'mux': 25.768624643445065 'sigy': 2.9345194281568263 'sigx': 26311.212292698896}` No `False` - Yes
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 74 ```fval = 1732.10676118 {'A': 93537.18505703179 'bg': 586.6083313562021 'angle': 54.81841411571105 'muy': 20.547959159788054 'mux': 20.310717549063604 'sigy': 3.861048381504733 'sigx': 3.33456207604897}``` Yes ```fval = 1732.1067618 {'A': 93537.0877499103 'bg': 586.6085107374079 'angle': 54.8187339732178 'muy': 20.547957646384514 'mux': 20.31072545483871 'sigy': 3.861047060659338 'sigx': 3.33456902607316}``` Yes No 75 ``` fval = 3108.32833166 {'A': -2421536.2915422926 'bg': 576.1104140928438 'angle': -31.67448182109741 'muy': 12.927188258162724 'mux': 25.768624643445065 'sigy': 2.9345194281568263 'sigx': 26311.212292698896}``` No `False` - Yes

 76 `False` - `False` - Yes 77 `N/A` - `N/A` - Yes (Border) 78 `N/A` - `N/A` - Yes (Border)
Line: 2497 to 3725

 Totals 49/66 (Success/PyMinuit Totals) 32/32 (Physical/Stars) 45/66 (Success/iMinuit Totals) 32/32 (Physical/Stars) 32/66 (Starts/Minuit Totals)

Obs. Hot Pixels section was filled by inspection

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Obs2. Fisical Results are those where the star center (mux, muy) lay inside the frame [0,41]**2 and sigmas lay in the range [1,7] (optimum focus should produce sigma close to 2)
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Obs2. Fisical Results are those where the star center (mux muy) lay inside the frame [0,41]**2 and sigmas lay in the range [1,7] (optimum focus should produce sigma close to 2)
* Maybe indicates stars with a hotpixel or faintstars with a hotpixel close to the object.
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`<--/twistyPlugin-->`
Performance (measured with Python %timeit() magic function):

#### Revision 206 Sep 2013 - PedroPaiva

Line: 1 to 1

 META TOPICPARENT name="LogBookAstronomy"

# Log Book Entry No.10

 Created: 05 Sep 2013 22:16:19 Last Revised: 09 Sep 2013 18:18:03 PedroPaiva Minuit and iMinuit analysis
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Please DO NOT alter or remove the line above this line. -->
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image = self.image error = self.errors xmax, ymax = (len(image[0]) - 1, len(image) - 1)
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IPython 1.0.0 -- An enhanced Interactive Python. ? -> Introduction and overview of IPython's features. %quickref -> Quick reference. help -> Python's own help system. object? -> Details about 'object', use 'object??' for extra details. Using matplotlib backend: MacOSX

In [1]: cd Documents/Internship/new /Users/pekapa/Documents/Internship/new

In [2]: import AstroPython as ap

In [4]: m, im = ap.psf('light')

- - - - roi 0 - - - - VariableMetricBuilder: matrix not pos.def. gdel > 0: 2.41748 negative or zero diagonal element 0 in covariance matrix negative or zero diagonal element 1 in covariance matrix negative or zero diagonal element 2 in covariance matrix negative or zero diagonal element 3 in covariance matrix added 468467 to diagonal of error matrix eigenvalues: -7.60519 1.00001 1.00002 9.60517 matrix forced pos-def by adding 7.6148 to diagonal gdel: -630608 VariableMetricBuilder: warning: no improvement in line search VariableMetricBuilder: finishes without convergence. VariableMetricBuilder: edm= 0.435964 requested: 1e-05 VariableMetricBuilder: Tolerance is not sufficient - edm is 2.44674 requested 1e-05 continue the minimization VariableMetricBuilder: matrix not pos.def. gdel > 0: 1.32781 negative or zero diagonal element 2 in covariance matrix added 12.491 to diagonal of error matrix eigenvalues: -1.60623 0.297208 0.987216 4.3218 matrix forced pos-def by adding 1.61055 to diagonal gdel: -4.60978 MnHesse: maximum number of allowed function calls exhausted. MnHesse fails and will return diagonal matrix negative or zero diagonal element 0 in covariance matrix added 0.500001 to diagonal of error matrix negative or zero diagonal element 0 in covariance matrix added 0.500001 to diagonal of error matrix

** Minuit ** True fval = 3378.59308005 {'A': 148065.77491357646, 'bg': 572.3827252516722, 'angle': -61.91430148618889, 'muy': -8.716784396039797, 'mux': -16.485752060172157, 'sigy': 1.847472559732902, 'sigx': 13.82756811415661}

negative or zero diagonal element 0 in covariance matrix added 0.500001 to diagonal of error matrix negative or zero diagonal element 0 in covariance matrix added 0.500001 to diagonal of error matrix

** iMinuit ** True fval = 3378.59308005 {'A': 148065.77491357646, 'bg': 572.3827252516722, 'angle': -61.91430148618889, 'muy': -8.716784396039797, 'mux': -16.485752060172157, 'sigy': 1.847472559732902, 'sigx': 13.82756811415661}

- - - - roi 1 - - - - eigenvalues: -4.12525 0.792857 1.25942 6.07297 matrix forced pos-def by adding 4.13132 to diagonal VariableMetricBuilder: Tolerance is not sufficient - edm is 2.27975 requested 1e-05 continue the minimization negative or zero diagonal element 0 in covariance matrix negative or zero diagonal element 2 in covariance matrix added 0.500001 to diagonal of error matrix negative or zero diagonal element 0 in covariance matrix negative or zero diagonal element 3 in covariance matrix added 0.500001 to diagonal of error matrix negative or zero diagonal element 0 in covariance matrix negative or zero diagonal element 3 in covariance matrix added 0.500001 to diagonal of error matrix

** Minuit ** True fval = 2423.61433436 {'A': -1689302.7632115947, 'bg': 585.9531959869913, 'angle': 25.813492531895776, 'muy': -13.423944301993608, 'mux': -4.504492734579577, 'sigy': 25122.810112512532, 'sigx': 2.0492586927351626}

VariableMetricBuilder: call limit exceeded. MnHesse: maximum number of allowed function calls exhausted. MnHesse fails and will return diagonal matrix VariableMetricBuilder: Tolerance is not sufficient - edm is 0.117189 requested 1e-05 continue the minimization VariableMetricBuilder: call limit exceeded. FunctionMinimum is invalid.

** iMinuit ** False

- - - - roi 2 - - - - negative or zero diagonal element 0 in covariance matrix negative or zero diagonal element 2 in covariance matrix added 0.500001 to diagonal of error matrix negative or zero diagonal element 0 in covariance matrix negative or zero diagonal element 3 in covariance matrix added 0.500001 to diagonal of error matrix negative or zero diagonal element 0 in covariance matrix negative or zero diagonal element 3 in covariance matrix added 0.500001 to diagonal of error matrix

** Minuit ** True fval = 2621.31010476 {'A': -7801603.7402832, 'bg': 565.2894243102445, 'angle': 77.34715405737066, 'muy': 16.02349753811419, 'mux': 27.94127875595934, 'sigy': 52188.23219050946, 'sigx': 5.368321266056039}

negative or zero diagonal element 0 in covariance matrix added 0.500001 to diagonal of error matrix negative or zero diagonal element 0 in covariance matrix added 0.500001 to diagonal of error matrix

** iMinuit ** True fval = 2535.55500632 {'A': 77486.75875832487, 'bg': 562.1384442511143, 'angle': 54.79707404918241, 'muy': 51.009931508035926, 'mux': 16.362362275226417, 'sigy': 8.96720420446321, 'sigx': 4.950876482213082}

- - - - roi 3 - - - - negative or zero diagonal element 2 in covariance matrix added 0.500001 to diagonal of error matrix VariableMetricBuilder: Tolerance is not sufficient - edm is 0.00050981 requested 1e-05 continue the minimization VariableMetricBuilder: warning: no improvement in line search VariableMetricBuilder: finishes without convergence. VariableMetricBuilder: edm= 0.00050981 requested: 1e-05 FunctionMinimum is invalid. negative or zero diagonal element 0 in covariance matrix added 0.500001 to diagonal of error matrix VariableMetricBuilder: Tolerance is not sufficient - edm is 6.92868e-05 requested 1e-05 continue the minimization VariableMetricBuilder: call limit exceeded. FunctionMinimum is invalid.

** Minuit ** False

negative or zero diagonal element 0 in covariance matrix added 0.500001 to diagonal of error matrix VariableMetricBuilder: Tolerance is not sufficient - edm is 6.92868e-05 requested 1e-05 continue the minimization VariableMetricBuilder: call limit exceeded. FunctionMinimum is invalid.

** iMinuit ** False

- - - - roi 4 - - - -

** Minuit ** True fval = 18518.6448802 {'A': 623566.7725842549, 'bg': 609.5961996123447, 'angle': -15.41095131751726, 'muy': 20.3925970025792, 'mux': 20.66268940748408, 'sigy': 4.131982235159669, 'sigx': 4.933146602350255}

** iMinuit ** True fval = 18518.6448722 {'A': 623567.1999263188, 'bg': 609.5961485797089, 'angle': -15.411527948512415, 'muy': 20.39258392808676, 'mux': 20.662691735365026, 'sigy': 4.131973085959172, 'sigx': 4.933151038863691}

- - - - roi 5 - - - -

** Minuit ** True fval = 8121.49521915 {'A': 299288.64674829907, 'bg': 582.5445902567951, 'angle': 1.1331914186329755, 'muy': 20.44991495209858, 'mux': 19.759599654212277, 'sigy': 4.0625827956205045, 'sigx': 4.7601946288987245}

** iMinuit ** True fval = 8121.49521995 {'A': 299288.7100926881, 'bg': 582.5446999143275, 'angle': 1.1328993370255063, 'muy': 20.449903147360263, 'mux': 19.75959910126001, 'sigy': 4.062583581715732, 'sigx': 4.7601920177616}

- - - - roi 6 - - - - VariableMetricBuilder: matrix not pos.def. gdel > 0: 0.00181552 negative or zero diagonal element 0 in covariance matrix negative or zero diagonal element 1 in covariance matrix negative or zero diagonal element 2 in covariance matrix added 6.95237e+17 to diagonal of error matrix eigenvalues: nan nan nan nan matrix forced pos-def by adding nan to diagonal gdel: nan VariableMetricBuilder: warning: no improvement in line search VariableMetricBuilder: machine accuracy limits further improvement. negative or zero diagonal element 0 in covariance matrix negative or zero diagonal element 1 in covariance matrix added 0.500001 to diagonal of error matrix negative or zero diagonal element 0 in covariance matrix negative or zero diagonal element 2 in covariance matrix added 0.500001 to diagonal of error matrix negative or zero diagonal element 0 in covariance matrix negative or zero diagonal element 2 in covariance matrix added 0.500001 to diagonal of error matrix

** Minuit ** True fval = 6983.43103961 {'A': -8756953.244731816, 'bg': 567.1947388548588, 'angle': 46.92096407674063, 'muy': 21.14230508304217, 'mux': 20.830279673077776, 'sigy': 5.567315049734359, 'sigx': 54447.86619203548}

negative or zero diagonal element 0 in covariance matrix added 0.500001 to diagonal of error matrix negative or zero diagonal element 0 in covariance matrix added 0.500001 to diagonal of error matrix

** iMinuit ** True fval = 6955.0230036 {'A': 365509.23907745775, 'bg': 563.4214190637549, 'angle': 38.36013587526631, 'muy': 108.57998839846091, 'mux': 95.17800199712902, 'sigy': 38.53978707406289, 'sigx': 3.969993706388433}

- - - - roi 7 - - - - VariableMetricBuilder: matrix not pos.def. gdel > 0: 0.0192569 negative or zero diagonal element 0 in covariance matrix negative or zero diagonal element 1 in covariance matrix negative or zero diagonal element 2 in covariance matrix added 2.57021e+15 to diagonal of error matrix eigenvalues: -452840 1 1 452842 matrix forced pos-def by adding 453293 to diagonal gdel: -4.13646e+17 VariableMetricBuilder: warning: no improvement in line search VariableMetricBuilder: finishes without convergence. VariableMetricBuilder: edm= 0.000303618 requested: 1e-05 negative or zero diagonal element 0 in covariance matrix added 0.500001 to diagonal of error matrix VariableMetricBuilder: call limit exceeded. MnHesse: maximum number of allowed function calls exhausted. MnHesse fails and will return diagonal matrix VariableMetricBuilder: Tolerance is not sufficient - edm is 0.0942509 requested 1e-05 continue the minimization VariableMetricBuilder: call limit exceeded. FunctionMinimum is invalid.

** Minuit ** False

VariableMetricBuilder: call limit exceeded. MnHesse: maximum number of allowed function calls exhausted. MnHesse fails and will return diagonal matrix VariableMetricBuilder: Tolerance is not sufficient - edm is 0.0942509 requested 1e-05 continue the minimization VariableMetricBuilder: call limit exceeded. FunctionMinimum is invalid.

** iMinuit ** False

- - - - roi 8 - - - - VariableMetricBuilder: Tolerance is not sufficient - edm is 0.463833 requested 1e-05 continue the minimization VariableMetricBuilder: matrix not pos.def. gdel > 0: 17.7336 negative or zero diagonal element 0 in covariance matrix negative or zero diagonal element 1 in covariance matrix negative or zero diagonal element 2 in covariance matrix added 6.40993e+08 to diagonal of error matrix eigenvalues: -231.042 1 1 233.042 matrix forced pos-def by adding 231.275 to diagonal gdel: -1.3855e+08 VariableMetricBuilder: warning: no improvement in line search VariableMetricBuilder: finishes without convergence. VariableMetricBuilder: edm= 1.20305 requested: 1e-05 FunctionMinimum is invalid. MnGlobalCorrelationCoeff: inversion of matrix fails. negative or zero diagonal element 0 in covariance matrix added 0.500001 to diagonal of error matrix negative or zero diagonal element 0 in covariance matrix added 0.500001 to diagonal of error matrix

** Minuit ** True fval = 3079.2565078 {'A': 124189.01527936573, 'bg': 567.5158998998949, 'angle': -18.183098579813944, 'muy': 3.3437289634734535, 'mux': -35.89335953230764, 'sigy': 3.6148545826651546, 'sigx': 19.67907563361348}

negative or zero diagonal element 0 in covariance matrix added 0.500001 to diagonal of error matrix negative or zero diagonal element 0 in covariance matrix added 0.500001 to diagonal of error matrix

** iMinuit ** True fval = 3079.2565078 {'A': 124189.01527936573, 'bg': 567.5158998998949, 'angle': -18.183098579813944, 'muy': 3.3437289634734535, 'mux': -35.89335953230764, 'sigy': 3.6148545826651546, 'sigx': 19.67907563361348}

- - - - roi 9 - - - - eigenvalues: -4.63036 0.851662 1.16329 6.61541 matrix forced pos-def by adding 4.63698 to diagonal VariableMetricBuilder: Tolerance is not sufficient - edm is 3.37446 requested 1e-05 continue the minimization VariableMetricBuilder: matrix not pos.def. gdel > 0: 6.42005 negative or zero diagonal element 3 in covariance matrix added 3.93169 to diagonal of error matrix gdel: -0.881547 VariableMetricBuilder: matrix not pos.def. gdel > 0: 4.75908e-05 negative or zero diagonal element 0 in covariance matrix negative or zero diagonal element 2 in covariance matrix negative or zero diagonal element 3 in covariance matrix added 4.98094e+10 to diagonal of error matrix eigenvalues: -4014.77 1 1 4016.77 matrix forced pos-def by adding 4018.79 to diagonal gdel: -4.71931e+10 VariableMetricBuilder: warning: no improvement in line search VariableMetricBuilder: finishes without convergence. VariableMetricBuilder: edm= 0.0489603 requested: 1e-05 FunctionMinimum is invalid. MnGlobalCorrelationCoeff: inversion of matrix fails. VariableMetricBuilder: call limit exceeded. MnHesse: maximum number of allowed function calls exhausted. MnHesse fails and will return diagonal matrix VariableMetricBuilder: Tolerance is not sufficient - edm is 0.384786 requested 1e-05 continue the minimization VariableMetricBuilder: warning: no improvement in line search VariableMetricBuilder: finishes without convergence. VariableMetricBuilder: edm= 1.53914 requested: 1e-05 FunctionMinimum is invalid.

** Minuit ** False

VariableMetricBuilder: call limit exceeded. MnHesse: maximum number of allowed function calls exhausted. MnHesse fails and will return diagonal matrix VariableMetricBuilder: Tolerance is not sufficient - edm is 0.384786 requested 1e-05 continue the minimization VariableMetricBuilder: warning: no improvement in line search VariableMetricBuilder: finishes without convergence. VariableMetricBuilder: edm= 1.53914 requested: 1e-05 FunctionMinimum is invalid.

** iMinuit ** False

- - - - roi 10 - - - - VariableMetricBuilder: matrix not pos.def. gdel > 0: 6.67072 negative or zero diagonal element 1 in covariance matrix negative or zero diagonal element 2 in covariance matrix negative or zero diagonal element 3 in covariance matrix added 40.3857 to diagonal of error matrix gdel: -529.136 VariableMetricBuilder: matrix not pos.def. gdel > 0: 53.7631 negative or zero diagonal element 2 in covariance matrix added 0.56422 to diagonal of error matrix eigenvalues: -1.18697 0.995462 1.08397 3.10754 matrix forced pos-def by adding 1.19008 to diagonal gdel: -3702.32 VariableMetricBuilder: call limit exceeded. MnHesse: maximum number of allowed function calls exhausted. MnHesse fails and will return diagonal matrix VariableMetricBuilder: Tolerance is not sufficient - edm is 0.00018984 requested 1e-05 continue the minimization MnHesse: maximum number of allowed function calls exhausted. MnHesse fails and will return diagonal matrix VariableMetricBuilder: Tolerance is not sufficient - edm is 14.5365 requested 1e-05 continue the minimization VariableMetricBuilder: matrix not pos.def. edm < 0 eigenvalues: -3.90084e-05 0.00465713 0.0207856 0.437058 1.04656 2.17516 3.31582 matrix forced pos-def by adding 0.00335483 to diagonal VariableMetricBuilder: call limit exceeded. FunctionMinimum is invalid.

** Minuit ** False

VariableMetricBuilder: Tolerance is not sufficient - edm is 14.5365 requested 1e-05 continue the minimization VariableMetricBuilder: matrix not pos.def. edm < 0 eigenvalues: -3.90084e-05 0.00465713 0.0207856 0.437058 1.04656 2.17516 3.31582 matrix forced pos-def by adding 0.00335483 to diagonal VariableMetricBuilder: call limit exceeded. FunctionMinimum is invalid.

** iMinuit ** False

- - - - roi 11 - - - - negative or zero diagonal element 0 in covariance matrix added 0.500001 to diagonal of error matrix VariableMetricBuilder: Tolerance is not sufficient - edm is 0.0608865 requested 1e-05 continue the minimization VariableMetricBuilder: call limit exceeded. FunctionMinimum is invalid. negative or zero diagonal element 0 in covariance matrix added 0.500001 to diagonal of error matrix VariableMetricBuilder: Tolerance is not sufficient - edm is 1.71431e-05 requested 1e-05 continue the minimization negative or zero diagonal element 0 in covariance matrix added 0.500001 to diagonal of error matrix

** Minuit ** True fval = 2241.27588185 {'A': -64789.424921831946, 'bg': 563.5845256995262, 'angle': -4.755160035503593, 'muy': 509.90028376518273, 'mux': -6.161575102932611, 'sigy': 286.73257957087094, 'sigx': 1.5080630902914556}

negative or zero diagonal element 0 in covariance matrix added 0.500001 to diagonal of error matrix VariableMetricBuilder: Tolerance is not sufficient - edm is 1.71431e-05 requested 1e-05 continue the minimization negative or zero diagonal element 0 in covariance matrix added 0.500001 to diagonal of error matrix

** iMinuit ** True fval = 2241.27588185 {'A': -64789.424921831946, 'bg': 563.5845256995262, 'angle': -4.755160035503593, 'muy': 509.90028376518273, 'mux': -6.161575102932611, 'sigy': 286.73257957087094, 'sigx': 1.5080630902914556}

- - - - roi 12 - - - - VariableMetricBuilder: matrix not pos.def. gdel > 0: 75.6381 negative or zero diagonal element 0 in covariance matrix negative or zero diagonal element 1 in covariance matrix negative or zero diagonal element 2 in covariance matrix negative or zero diagonal element 3 in covariance matrix added 1.0829e+06 to diagonal of error matrix eigenvalues: -7.79763 1 1.00001 9.79761 matrix forced pos-def by adding 7.80742 to diagonal gdel: -6.85354e+08 VariableMetricBuilder: warning: no improvement in line search VariableMetricBuilder: finishes without convergence. VariableMetricBuilder: edm= 361.308 requested: 1e-05 eigenvalues: -5.80796 0.805735 1.13374 7.86848 matrix forced pos-def by adding 5.81583 to diagonal VariableMetricBuilder: Tolerance is not sufficient - edm is 673.933 requested 1e-05 continue the minimization

** Minuit ** True fval = 3858.40551076 {'A': -6762.088958596599, 'bg': 588.4291717223091, 'angle': 55.09528025167285, 'muy': 17.667571776975617, 'mux': 15.333538688748039, 'sigy': -5.765826983183968, 'sigx': 3.5984939042514306}

MnHesse: 2nd derivative zero for parameter 0 MnHesse fails and will return diagonal matrix

** iMinuit ** False

- - - - roi 13 - - - - VariableMetricBuilder: matrix not pos.def. gdel > 0: 0.000541155 negative or zero diagonal element 0 in covariance matrix negative or zero diagonal element 1 in covariance matrix added 2.74984e+14 to diagonal of error matrix eigenvalues: -133644 1 1 133646 matrix forced pos-def by adding 133777 to diagonal gdel: -2.56412e+14 VariableMetricBuilder: warning: no improvement in line search VariableMetricBuilder: finishes without convergence. VariableMetricBuilder: edm= 0.000384816 requested: 1e-05 negative or zero diagonal element 0 in covariance matrix added 0.500001 to diagonal of error matrix VariableMetricBuilder: warning: no improvement in line search VariableMetricBuilder: finishes without convergence. VariableMetricBuilder: edm= 1.20354e+08 requested: 1e-05 MnHesse: 2nd derivative zero for parameter 0 MnHesse fails and will return diagonal matrix VariableMetricBuilder: Tolerance is not sufficient - edm is 4.13198e+07 requested 1e-05 continue the minimization MnHesse: 2nd derivative zero for parameter 0 MnHesse fails and will return diagonal matrix

** Minuit ** False

VariableMetricBuilder: warning: no improvement in line search VariableMetricBuilder: finishes without convergence. VariableMetricBuilder: edm= 1.20354e+08 requested: 1e-05 MnHesse: 2nd derivative zero for parameter 0 MnHesse fails and will return diagonal matrix VariableMetricBuilder: Tolerance is not sufficient - edm is 4.13198e+07 requested 1e-05 continue the minimization MnHesse: 2nd derivative zero for parameter 0 MnHesse fails and will return diagonal matrix

** iMinuit ** False

- - - - roi 14 - - - - VariableMetricBuilder: Tolerance is not sufficient - edm is 0.0334721 requested 1e-05 continue the minimization VariableMetricBuilder: warning: no improvement in line search VariableMetricBuilder: finishes without convergence. VariableMetricBuilder: edm= 0.00670766 requested: 1e-05 FunctionMinimum is invalid. VariableMetricBuilder: call limit exceeded. MnHesse: maximum number of allowed function calls exhausted. MnHesse fails and will return diagonal matrix VariableMetricBuilder: Tolerance is not sufficient - edm is 0.0113724 requested 1e-05 continue the minimization MnHesse: maximum number of allowed function calls exhausted. MnHesse fails and will return diagonal matrix

** Minuit ** False

VariableMetricBuilder: call limit exceeded. MnHesse: maximum number of allowed function calls exhausted. MnHesse fails and will return diagonal matrix VariableMetricBuilder: Tolerance is not sufficient - edm is 0.0113724 requested 1e-05 continue the minimization MnHesse: maximum number of allowed function calls exhausted. MnHesse fails and will return diagonal matrix

** iMinuit ** False

** Minuit ** False

** iMinuit ** False

- - - - roi 16 - - - -

** Minuit ** True fval = 79401.1079512 {'A': 2280723.370917509, 'bg': 696.6552058220949, 'angle': -17.549555250077802, 'muy': 20.721862561557515, 'mux': 21.25101564813208, 'sigy': 4.165314055626622, 'sigx': 4.987261125363536}

** iMinuit ** True fval = 79401.1079492 {'A': 2280723.2216387773, 'bg': 696.6551709994527, 'angle': -17.54971146587401, 'muy': 20.721858082355272, 'mux': 21.251014224626317, 'sigy': 4.165313439830403, 'sigx': 4.98726449309343}

- - - - roi 17 - - - -

** Minuit ** True fval = 8265.04834761 {'A': 318460.6660450181, 'bg': 584.8436751336843, 'angle': 0.7205946567492845, 'muy': 20.701559609319204, 'mux': 20.47444321671409, 'sigy': 3.9979386357959004, 'sigx': 4.6529124791490055}

** iMinuit ** True fval = 8265.04834986 {'A': 318460.6801322455, 'bg': 584.8435888096394, 'angle': 0.7209462116732794, 'muy': 20.70156218034965, 'mux': 20.474427952661088, 'sigy': 3.9979452774711093, 'sigx': 4.652917359691424}

- - - - roi 18 - - - -

** Minuit ** True fval = 3246.11658959 {'A': 120769.86287339163, 'bg': 587.7045500545522, 'angle': 57.3005400521329, 'muy': 19.940220643614698, 'mux': 19.008156557811258, 'sigy': 5.014290569209643, 'sigx': 4.16288425188374}

** iMinuit ** True fval = 3246.1165949 {'A': 120770.01194514554, 'bg': 587.7051157276667, 'angle': 57.29884741919943, 'muy': 19.94022228209817, 'mux': 19.008137658232293, 'sigy': 5.014260392116431, 'sigx': 4.1628811025415375}

- - - - roi 19 - - - -

** Minuit ** True fval = 10650.2174752 {'A': 454917.38597829104, 'bg': 611.0589058577422, 'angle': -24.263068801984502, 'muy': 20.608474933253397, 'mux': 20.018131005923294, 'sigy': 4.098961542052516, 'sigx': 4.883202766309448}

** iMinuit ** True fval = 10650.2174743 {'A': 454917.02672682033, 'bg': 611.0591621248678, 'angle': -24.262914713071837, 'muy': 20.608473744078925, 'mux': 20.0181281847428, 'sigy': 4.098957468647641, 'sigx': 4.883207350418244}

- - - - roi 20 - - - -

** Minuit ** True fval = 42253.5062368 {'A': 1247740.29406449, 'bg': 648.5195788289112, 'angle': -31.775418513179076, 'muy': 20.9273700132327, 'mux': 20.61891841279177, 'sigy': 4.332325134518958, 'sigx': 5.290521845689175}

** iMinuit ** True fval = 42253.5062376 {'A': 1247740.4289249901, 'bg': 648.5194137481546, 'angle': -31.775312043438007, 'muy': 20.927369705775664, 'mux': 20.618919306229234, 'sigy': 4.332325465960032, 'sigx': 5.290518069241512}

- - - - roi 21 - - - -

** Minuit ** True fval = 7800.06134809 {'A': 339635.4256425956, 'bg': 599.445381549316, 'angle': -28.316344768643205, 'muy': 20.418671753837884, 'mux': 20.14162161272486, 'sigy': 4.080722479609732, 'sigx': 4.944232085345582}

** iMinuit ** True fval = 7800.0613482 {'A': 339635.6316690559, 'bg': 599.4454178466127, 'angle': -28.31593725079665, 'muy': 20.418674292654757, 'mux': 20.14163411117907, 'sigy': 4.080721308516051, 'sigx': 4.944228809885553}

- - - - roi 22 - - - -

** Minuit ** True fval = 2691.32143359 {'A': 11531.979063474304, 'bg': 571.6804495460534, 'angle': 17.753898625873845, 'muy': 20.544546583514432, 'mux': 25.248673568548273, 'sigy': 4.562988664359767, 'sigx': 5.1249257343406915}

VariableMetricBuilder: matrix not pos.def. gdel > 0: 108.104 negative or zero diagonal element 6 in covariance matrix added 1.20045 to diagonal of error matrix gdel: -288.772

** iMinuit ** True fval = 2691.32143244 {'A': 11531.618825405401, 'bg': 571.6803722290349, 'angle': 17.763403542972995, 'muy': 20.54449291866988, 'mux': 25.24866481054502, 'sigy': 4.562888870011636, 'sigx': 5.124959686954614}

- - - - roi 23 - - - -

** Minuit ** True fval = 9121.895719 {'A': 384903.90541824716, 'bg': 600.071553869503, 'angle': -28.554169424319667, 'muy': 20.116014838587393, 'mux': 20.527557354100754, 'sigy': 4.157478592503187, 'sigx': 5.0602417469584}

** iMinuit ** True fval = 9121.89571952 {'A': 384903.3192244213, 'bg': 600.0707714951126, 'angle': -28.555258327219654, 'muy': 20.116017611253604, 'mux': 20.527589315564626, 'sigy': 4.157476975596071, 'sigx': 5.06023364743324}

- - - - roi 24 - - - - MnHesse: 2nd derivative zero for parameter 3 MnHesse fails and will return diagonal matrix VariableMetricBuilder: call limit exceeded. MnHesse: maximum number of allowed function calls exhausted. MnHesse fails and will return diagonal matrix VariableMetricBuilder: Tolerance is not sufficient - edm is 1.10878 requested 1e-05 continue the minimization VariableMetricBuilder: call limit exceeded. FunctionMinimum is invalid.

** Minuit ** False

VariableMetricBuilder: call limit exceeded. MnHesse: maximum number of allowed function calls exhausted. MnHesse fails and will return diagonal matrix VariableMetricBuilder: Tolerance is not sufficient - edm is 1.10878 requested 1e-05 continue the minimization VariableMetricBuilder: call limit exceeded. FunctionMinimum is invalid.

** iMinuit ** False

- - - - roi 25 - - - - VariableMetricBuilder: matrix not pos.def. gdel > 0: 0.687204 negative or zero diagonal element 1 in covariance matrix negative or zero diagonal element 2 in covariance matrix negative or zero diagonal element 3 in covariance matrix added 92.5673 to diagonal of error matrix eigenvalues: -5.0691 0.969877 1.04912 7.05011 matrix forced pos-def by adding 5.07615 to diagonal gdel: -1.76476 VariableMetricBuilder: matrix not pos.def. gdel > 0: 0.000398133 negative or zero diagonal element 0 in covariance matrix negative or zero diagonal element 1 in covariance matrix added 5.86902e+14 to diagonal of error matrix eigenvalues: -91469.7 1 1 91471.7 matrix forced pos-def by adding 91561.2 to diagonal gdel: -5.06541e+14 VariableMetricBuilder: warning: no improvement in line search VariableMetricBuilder: finishes without convergence. VariableMetricBuilder: edm= 0.0113409 requested: 1e-05 negative or zero diagonal element 0 in covariance matrix added 0.500001 to diagonal of error matrix VariableMetricBuilder: call limit exceeded. VariableMetricBuilder: call limit exceeded. FunctionMinimum is invalid. MnGlobalCorrelationCoeff: inversion of matrix fails.

** Minuit ** False

VariableMetricBuilder: call limit exceeded. VariableMetricBuilder: call limit exceeded. FunctionMinimum is invalid. MnGlobalCorrelationCoeff: inversion of matrix fails.

** iMinuit ** False

- - - - roi 26 - - - - ** Border and/or not single **

- - - - roi 27 - - - -

** Minuit ** True fval = 158635.492056 {'A': 4755186.972049388, 'bg': 817.710091916564, 'angle': -14.335336283339558, 'muy': 20.702638747414024, 'mux': 20.468195757583572, 'sigy': 4.030161743320317, 'sigx': 5.016437669674367}

** iMinuit ** True fval = 158635.492056 {'A': 4755187.13309057, 'bg': 817.710084278245, 'angle': -14.335342088668952, 'muy': 20.702638594781725, 'mux': 20.468195534949217, 'sigy': 4.030161855437403, 'sigx': 5.016437504780601}

- - - - roi 28 - - - - VariableMetricBuilder: Tolerance is not sufficient - edm is 0.0587282 requested 1e-05 continue the minimization VariableMetricBuilder: matrix not pos.def. gdel > 0: 0.0173212 negative or zero diagonal element 0 in covariance matrix negative or zero diagonal element 1 in covariance matrix negative or zero diagonal element 2 in covariance matrix negative or zero diagonal element 3 in covariance matrix added 2.72624e+15 to diagonal of error matrix eigenvalues: -620951 0.999998 1 620953 matrix forced pos-def by adding 621572 to diagonal gdel: -8.23452e+15 VariableMetricBuilder: warning: no improvement in line search VariableMetricBuilder: finishes without convergence. VariableMetricBuilder: edm= 0.000222646 requested: 1e-05 FunctionMinimum is invalid. MnGlobalCorrelationCoeff: inversion of matrix fails. VariableMetricBuilder: call limit exceeded. MnHesse: maximum number of allowed function calls exhausted. MnHesse fails and will return diagonal matrix

** Minuit ** False

VariableMetricBuilder: call limit exceeded. MnHesse: maximum number of allowed function calls exhausted. MnHesse fails and will return diagonal matrix

** iMinuit ** False

- - - - roi 29 - - - - ** Border and/or not single **

- - - - roi 30 - - - - VariableMetricBuilder: call limit exceeded. MnHesse: maximum number of allowed function calls exhausted. MnHesse fails and will return diagonal matrix VariableMetricBuilder: Tolerance is not sufficient - edm is 0.000193789 requested 1e-05 continue the minimization MnHesse: maximum number of allowed function calls exhausted. MnHesse fails and will return diagonal matrix negative or zero diagonal element 0 in covariance matrix added 0.500001 to diagonal of error matrix negative or zero diagonal element 0 in covariance matrix added 0.500001 to diagonal of error matrix

** Minuit ** True fval = 4730.28737714 {'A': 221648.16244415983, 'bg': 565.5254987621598, 'angle': -20.057313309873365, 'muy': -24.619690830644288, 'mux': 21.859940217961046, 'sigy': 14.061872184162592, 'sigx': 4.16667977659773}

negative or zero diagonal element 0 in covariance matrix added 0.500001 to diagonal of error matrix negative or zero diagonal element 0 in covariance matrix added 0.500001 to diagonal of error matrix

** iMinuit ** True fval = 4730.28737714 {'A': 221648.16244415983, 'bg': 565.5254987621598, 'angle': -20.057313309873365, 'muy': -24.619690830644288, 'mux': 21.859940217961046, 'sigy': 14.061872184162592, 'sigx': 4.16667977659773}

- - - - roi 31 - - - -

** Minuit ** True fval = 46791.7008351 {'A': 732627.1282683008, 'bg': 697.5547581602436, 'angle': -89.99999999999903, 'muy': 20.56922514681664, 'mux': 20.328924261179086, 'sigy': 4.71064666922819, 'sigx': 4.512853355049917}

** iMinuit ** True fval = 46791.7008337 {'A': 732627.2267353914, 'bg': 697.5546352952638, 'angle': -89.99999999992897, 'muy': 20.56922926843171, 'mux': 20.32893120453606, 'sigy': 4.7106414007324595, 'sigx': 4.512853262308565}

- - - - roi 32 - - - - VariableMetricBuilder: matrix not pos.def. gdel > 0: 0.00113598 negative or zero diagonal element 0 in covariance matrix negative or zero diagonal element 2 in covariance matrix added 6.44345e+14 to diagonal of error matrix eigenvalues: -216353 1 1 216355 matrix forced pos-def by adding 216570 to diagonal gdel: -7.45352e+15 VariableMetricBuilder: warning: no improvement in line search VariableMetricBuilder: finishes without convergence. VariableMetricBuilder: edm= 0.00037814 requested: 1e-05 negative or zero diagonal element 0 in covariance matrix added 0.500001 to diagonal of error matrix

** Minuit ** True fval = 2702.20303182 {'A': 23692.66263572543, 'bg': 577.3992575746125, 'angle': -14.918186124736707, 'muy': 5.398620091547762, 'mux': 41.36462277632608, 'sigy': 4.029794154091341, 'sigx': 5.532377233259187}

** iMinuit ** True fval = 2702.20303182 {'A': 23692.66263572543, 'bg': 577.3992575746125, 'angle': -14.918186124736707, 'muy': 5.398620091547762, 'mux': 41.36462277632608, 'sigy': 4.029794154091341, 'sigx': 5.532377233259187}

- - - - roi 33 - - - -

** Minuit ** True fval = 9833.97893579 {'A': 491989.24580358044, 'bg': 611.5441512128597, 'angle': -26.72840609058195, 'muy': 20.20607973606682, 'mux': 20.260319149964648, 'sigy': 3.9631044083838436, 'sigx': 4.744638298182633}

** iMinuit ** True fval = 9833.97893579 {'A': 491989.2792716845, 'bg': 611.5442018814086, 'angle': -26.72840189946622, 'muy': 20.206078161078008, 'mux': 20.260319267607027, 'sigy': 3.963102774997116, 'sigx': 4.744637461983109}

- - - - roi 34 - - - -

** Minuit ** True fval = 6885.97347282 {'A': 356483.95987783314, 'bg': 602.6648428923478, 'angle': -14.116851841123932, 'muy': 20.780109778854868, 'mux': 20.49262447110312, 'sigy': 3.780584773332204, 'sigx': 4.422185650312604}

** iMinuit ** True fval = 6885.97347279 {'A': 356484.0109419419, 'bg': 602.664952950874, 'angle': -14.11700575275718, 'muy': 20.78011016920337, 'mux': 20.492627522835953, 'sigy': 3.7805839540956954, 'sigx': 4.422182305279126}

- - - - roi 35 - - - -

** Minuit ** True fval = 2013.28997399 {'A': 88375.08900330213, 'bg': 588.2308451656055, 'angle': 68.75886688374754, 'muy': 19.08237599116255, 'mux': 19.256862757787975, 'sigy': 4.335477459164802, 'sigx': 3.701475632446458}

** iMinuit ** True fval = 2013.28997468 {'A': 88375.33608561366, 'bg': 588.2306214945208, 'angle': 68.75918466000323, 'muy': 19.082382388024058, 'mux': 19.25686709799509, 'sigy': 4.335493165022152, 'sigx': 3.70149316867755}

- - - - roi 36 - - - - VariableMetricBuilder: call limit exceeded. MnHesse: maximum number of allowed function calls exhausted. MnHesse fails and will return diagonal matrix VariableMetricBuilder: Tolerance is not sufficient - edm is 3.37822e-05 requested 1e-05 continue the minimization VariableMetricBuilder: warning: no improvement in line search VariableMetricBuilder: machine accuracy limits further improvement. MnHesse: maximum number of allowed function calls exhausted. MnHesse fails and will return diagonal matrix negative or zero diagonal element 0 in covariance matrix added 0.500001 to diagonal of error matrix negative or zero diagonal element 0 in covariance matrix added 0.500001 to diagonal of error matrix

** Minuit ** True fval = 2268.84391988 {'A': 73732.5548872796, 'bg': 572.4338932045782, 'angle': -0.8281937978807719, 'muy': -5.804931067472619, 'mux': 40.43279856055955, 'sigy': 11.937550638969329, 'sigx': 0.3934422678456985}

negative or zero diagonal element 0 in covariance matrix added 0.500001 to diagonal of error matrix negative or zero diagonal element 0 in covariance matrix added 0.500001 to diagonal of error matrix

** iMinuit ** True fval = 2268.84391988 {'A': 73732.5548872796, 'bg': 572.4338932045782, 'angle': -0.8281937978807719, 'muy': -5.804931067472619, 'mux': 40.43279856055955, 'sigy': 11.937550638969329, 'sigx': 0.3934422678456985}

- - - - roi 37 - - - - ** Border and/or not single **

- - - - roi 38 - - - - eigenvalues: -1.61737 0.952238 1.07919 3.58595 matrix forced pos-def by adding 1.62096 to diagonal VariableMetricBuilder: Tolerance is not sufficient - edm is 7780.58 requested 1e-05 continue the minimization VariableMetricBuilder: warning: no improvement in line search VariableMetricBuilder: finishes without convergence. VariableMetricBuilder: edm= 7780.58 requested: 1e-05 FunctionMinimum is invalid. negative or zero diagonal element 0 in covariance matrix added 0.500001 to diagonal of error matrix negative or zero diagonal element 0 in covariance matrix added 0.500001 to diagonal of error matrix

** Minuit ** True fval = 2855.2457798 {'A': 64722.48757131264, 'bg': 559.9183382459357, 'angle': 89.99999318802617, 'muy': 6.364964587661999, 'mux': -38.19419424409231, 'sigy': 51.02161332523268, 'sigx': 16.18952838497707}

negative or zero diagonal element 0 in covariance matrix added 0.500001 to diagonal of error matrix negative or zero diagonal element 0 in covariance matrix added 0.500001 to diagonal of error matrix

** iMinuit ** True fval = 2855.2457798 {'A': 64722.48757131264, 'bg': 559.9183382459357, 'angle': 89.99999318802617, 'muy': 6.364964587661999, 'mux': -38.19419424409231, 'sigy': 51.02161332523268, 'sigx': 16.18952838497707}

- - - - roi 39 - - - - VariableMetricBuilder: matrix not pos.def. gdel > 0: 925.487 negative or zero diagonal element 0 in covariance matrix negative or zero diagonal element 1 in covariance matrix negative or zero diagonal element 3 in covariance matrix added 152591 to diagonal of error matrix eigenvalues: -2.37606 1 1 4.37605 matrix forced pos-def by adding 2.38043 to diagonal gdel: -6.48514e+08 VariableMetricBuilder: warning: no improvement in line search VariableMetricBuilder: finishes without convergence. VariableMetricBuilder: edm= 449.728 requested: 1e-05 VariableMetricBuilder: Tolerance is not sufficient - edm is 534.287 requested 1e-05 continue the minimization VariableMetricBuilder: matrix not pos.def. gdel > 0: 175.245 eigenvalues: -0.0428278 0.980898 1.10565 1.95628 matrix forced pos-def by adding 0.0447841 to diagonal gdel: -329.89

** Minuit ** True fval = 2111.00646274 {'A': 27425.95155639346, 'bg': 583.0661842458708, 'angle': -45.510305630286354, 'muy': 21.575805763536057, 'mux': 16.682813182397368, 'sigy': 5.7867174414620655, 'sigx': 4.295691753412272}

VariableMetricBuilder: matrix not pos.def. gdel > 0: 1747.23 negative or zero diagonal element 3 in covariance matrix added 0.542759 to diagonal of error matrix gdel: -30235.3

** iMinuit ** True fval = 2111.00646729 {'A': 27425.75222830647, 'bg': 583.0664040488831, 'angle': 44.48453318210619, 'muy': 21.575940206957434, 'mux': 16.682858625977364, 'sigy': 4.295595324623022, 'sigx': 5.786724499724386}

- - - - roi 40 - - - - VariableMetricBuilder: Tolerance is not sufficient - edm is 0.0713475 requested 1e-05 continue the minimization VariableMetricBuilder: warning: no improvement in line search VariableMetricBuilder: finishes without convergence. VariableMetricBuilder: edm= 0.00027885 requested: 1e-05 FunctionMinimum is invalid. VariableMetricBuilder: matrix not pos.def. gdel > 0: 106.787 negative or zero diagonal element 2 in covariance matrix negative or zero diagonal element 5 in covariance matrix negative or zero diagonal element 6 in covariance matrix added 4.58283 to diagonal of error matrix eigenvalues: -3.11914 0.996715 1.00167 1.00854 1.13025 1.66372 4.31824 matrix forced pos-def by adding 3.12346 to diagonal gdel: -317.86 VariableMetricBuilder: call limit exceeded. MnHesse: maximum number of allowed function calls exhausted. MnHesse fails and will return diagonal matrix VariableMetricBuilder: Tolerance is not sufficient - edm is 1.77268 requested 1e-05 continue the minimization VariableMetricBuilder: matrix not pos.def. gdel > 0: 2.83226 negative or zero diagonal element 2 in covariance matrix negative or zero diagonal element 3 in covariance matrix negative or zero diagonal element 4 in covariance matrix negative or zero diagonal element 5 in covariance matrix negative or zero diagonal element 6 in covariance matrix added 159.404 to diagonal of error matrix eigenvalues: -25.5464 1 1.00018 1.00045 1.01073 1.28847 27.2465 matrix forced pos-def by adding 25.5736 to diagonal gdel: -2.49602e+07 VariableMetricBuilder: warning: no improvement in line search VariableMetricBuilder: finishes without convergence. VariableMetricBuilder: edm= 4.62583 requested: 1e-05 FunctionMinimum is invalid. MnGlobalCorrelationCoeff: inversion of matrix fails.

** Minuit ** False

VariableMetricBuilder: matrix not pos.def. gdel > 0: 106.787 negative or zero diagonal element 2 in covariance matrix negative or zero diagonal element 5 in covariance matrix negative or zero diagonal element 6 in covariance matrix added 4.58283 to diagonal of error matrix eigenvalues: -3.11914 0.996715 1.00167 1.00854 1.13025 1.66372 4.31824 matrix forced pos-def by adding 3.12346 to diagonal gdel: -317.86 VariableMetricBuilder: call limit exceeded. MnHesse: maximum number of allowed function calls exhausted. MnHesse fails and will return diagonal matrix VariableMetricBuilder: Tolerance is not sufficient - edm is 1.77268 requested 1e-05 continue the minimization VariableMetricBuilder: matrix not pos.def. gdel > 0: 2.83226 negative or zero diagonal element 2 in covariance matrix negative or zero diagonal element 3 in covariance matrix negative or zero diagonal element 4 in covariance matrix negative or zero diagonal element 5 in covariance matrix negative or zero diagonal element 6 in covariance matrix added 159.404 to diagonal of error matrix eigenvalues: -25.5464 1 1.00018 1.00045 1.01073 1.28847 27.2465 matrix forced pos-def by adding 25.5736 to diagonal gdel: -2.49602e+07 VariableMetricBuilder: warning: no improvement in line search VariableMetricBuilder: finishes without convergence. VariableMetricBuilder: edm= 4.62583 requested: 1e-05 FunctionMinimum is invalid. MnGlobalCorrelationCoeff: inversion of matrix fails.

** iMinuit ** False

- - - - roi 41 - - - -

** Minuit ** True fval = 2337.77365552 {'A': 94957.43740917309, 'bg': 580.4064559928429, 'angle': 79.03580381596512, 'muy': 20.830148289444985, 'mux': 20.046954361231574, 'sigy': 4.053973256330512, 'sigx': 3.550648047066906}

** iMinuit ** True fval = 2337.7736565 {'A': 94957.44988412253, 'bg': 580.4064023360836, 'angle': 79.03557723996062, 'muy': 20.8301560574187, 'mux': 20.046971592204713, 'sigy': 4.053969309512219, 'sigx': 3.550660328478897}

- - - - roi 42 - - - - VariableMetricBuilder: matrix not pos.def. gdel > 0: 404.17 negative or zero diagonal element 1 in covariance matrix negative or zero diagonal element 2 in covariance matrix added 0.683865 to diagonal of error matrix gdel: -151.538

** Minuit ** True fval = 2504.57152591 {'A': 10272.737434459603, 'bg': 567.0091697550785, 'angle': -67.25500054246871, 'muy': 17.798070870164405, 'mux': 23.622121254283364, 'sigy': 4.088761143456511, 'sigx': 3.54771194038689}

** iMinuit ** True fval = 2504.57152426 {'A': 10272.855236881902, 'bg': 567.0095673345189, 'angle': -67.2630978749066, 'muy': 17.798199961327295, 'mux': 23.622115176640907, 'sigy': 4.08873792780044, 'sigx': 3.5477995711581687}

- - - - roi 43 - - - - ** Border and/or not single **

- - - - roi 44 - - - - ** Border and/or not single **

- - - - roi 45 - - - -

** Minuit ** True fval = 2294.02926966 {'A': 116526.34285249427, 'bg': 590.433936411766, 'angle': 73.17301385436005, 'muy': 20.726632673767654, 'mux': 19.839375327836393, 'sigy': 4.235515388108135, 'sigx': 3.564823560678305}

** iMinuit ** True fval = 2294.02926952 {'A': 116526.57605195667, 'bg': 590.4335825446319, 'angle': 73.17227242719983, 'muy': 20.726628457743693, 'mux': 19.839379402120407, 'sigy': 4.235537300404976, 'sigx': 3.564815882379967}

- - - - roi 46 - - - - VariableMetricBuilder: matrix not pos.def. gdel > 0: 0.925316 negative or zero diagonal element 0 in covariance matrix negative or zero diagonal element 1 in covariance matrix negative or zero diagonal element 2 in covariance matrix negative or zero diagonal element 3 in covariance matrix added 3.05171e+06 to diagonal of error matrix eigenvalues: -22.7804 1 1.00003 24.7804 matrix forced pos-def by adding 22.8052 to diagonal gdel: -352664 VariableMetricBuilder: warning: no improvement in line search VariableMetricBuilder: machine accuracy limits further improvement. eigenvalues: -0.223689 1.0043 1.04061 2.17878 matrix forced pos-def by adding 0.225868 to diagonal VariableMetricBuilder: Tolerance is not sufficient - edm is 79674.5 requested 1e-05 continue the minimization VariableMetricBuilder: warning: no improvement in line search VariableMetricBuilder: finishes without convergence. VariableMetricBuilder: edm= 79674.5 requested: 1e-05 FunctionMinimum is invalid. MnHesse: 2nd derivative zero for parameter 0 MnHesse fails and will return diagonal matrix

** Minuit ** False

MnHesse: 2nd derivative zero for parameter 0 MnHesse fails and will return diagonal matrix

** iMinuit ** False

- - - - roi 47 - - - - VariableMetricBuilder: Tolerance is not sufficient - edm is 0.00887866 requested 1e-05 continue the minimization VariableMetricBuilder: matrix not pos.def. gdel > 0: 4.21282e-05 negative or zero diagonal element 0 in covariance matrix negative or zero diagonal element 2 in covariance matrix added 4.4388e+12 to diagonal of error matrix eigenvalues: -22131.7 1 1 22133.7 matrix forced pos-def by adding 22153.8 to diagonal gdel: -2.90495e+10 VariableMetricBuilder: warning: no improvement in line search VariableMetricBuilder: finishes without convergence. VariableMetricBuilder: edm= 0.0011655 requested: 1e-05 FunctionMinimum is invalid. MnGlobalCorrelationCoeff: inversion of matrix fails. VariableMetricBuilder: call limit exceeded. MnHesse: maximum number of allowed function calls exhausted. MnHesse fails and will return diagonal matrix VariableMetricBuilder: Tolerance is not sufficient - edm is 4.13753e-05 requested 1e-05 continue the minimization MnHesse: maximum number of allowed function calls exhausted. MnHesse fails and will return diagonal matrix

** Minuit ** False

VariableMetricBuilder: call limit exceeded. MnHesse: maximum number of allowed function calls exhausted. MnHesse fails and will return diagonal matrix VariableMetricBuilder: Tolerance is not sufficient - edm is 4.13753e-05 requested 1e-05 continue the minimization MnHesse: maximum number of allowed function calls exhausted. MnHesse fails and will return diagonal matrix

** iMinuit ** False

- - - - roi 48 - - - -

** Minuit ** True fval = 19966.8353575 {'A': 679286.8732433093, 'bg': 629.2652094419865, 'angle': -89.99999999999015, 'muy': 20.40807822018856, 'mux': 20.31592291902525, 'sigy': 4.362162577010625, 'sigx': 4.111471992859492}

** iMinuit ** True fval = 19966.8353562 {'A': 679285.9768514354, 'bg': 629.2657871476657, 'angle': -89.99999999994024, 'muy': 20.408091714859992, 'mux': 20.315918923920602, 'sigy': 4.362177872610793, 'sigx': 4.11147450652823}

- - - - roi 49 - - - - VariableMetricBuilder: matrix not pos.def. gdel > 0: 18.7624 negative or zero diagonal element 0 in covariance matrix negative or zero diagonal element 1 in covariance matrix negative or zero diagonal element 2 in covariance matrix negative or zero diagonal element 3 in covariance matrix added 4.079e+07 to diagonal of error matrix eigenvalues: -130.98 1 1.00008 132.98 matrix forced pos-def by adding 131.113 to diagonal gdel: -1.33942e+08 VariableMetricBuilder: warning: no improvement in line search VariableMetricBuilder: finishes without convergence. VariableMetricBuilder: edm= 0.355584 requested: 1e-05 VariableMetricBuilder: Tolerance is not sufficient - edm is 0.25595 requested 1e-05 continue the minimization VariableMetricBuilder: matrix not pos.def. gdel > 0: 0.00038854 negative or zero diagonal element 0 in covariance matrix negative or zero diagonal element 2 in covariance matrix negative or zero diagonal element 3 in covariance matrix added 3.25223e+14 to diagonal of error matrix eigenvalues: -382895 1 1 382897 matrix forced pos-def by adding 383278 to diagonal gdel: -9.51429e+14 VariableMetricBuilder: warning: no improvement in line search VariableMetricBuilder: machine accuracy limits further improvement. negative or zero diagonal element 0 in covariance matrix added 0.500001 to diagonal of error matrix negative or zero diagonal element 0 in covariance matrix added 0.500001 to diagonal of error matrix negative or zero diagonal element 0 in covariance matrix added 0.500001 to diagonal of error matrix

** Minuit ** True fval = 2157.56344307 {'A': -447029.1600018435, 'bg': 592.0877001234893, 'angle': 80.5096407877173, 'muy': -2.5777628040728784, 'mux': -127.61348825960064, 'sigy': 185.56545105774, 'sigx': 26.859019217144457}

negative or zero diagonal element 0 in covariance matrix added 0.500001 to diagonal of error matrix negative or zero diagonal element 0 in covariance matrix added 0.500001 to diagonal of error matrix

** iMinuit ** True fval = 2149.97592331 {'A': 63370.960399583266, 'bg': 582.1255944524843, 'angle': -58.54106234206651, 'muy': -33.206071496625604, 'mux': 91.63672897658864, 'sigy': 28.673781285362946, 'sigx': 1.6162604192102121}

- - - - roi 50 - - - - VariableMetricBuilder: matrix not pos.def. gdel > 0: 0.000209102 negative or zero diagonal element 0 in covariance matrix negative or zero diagonal element 2 in covariance matrix added 5.02405e+14 to diagonal of error matrix eigenvalues: -189296 1 1 189298 matrix forced pos-def by adding 189486 to diagonal gdel: -1.37665e+15 VariableMetricBuilder: warning: no improvement in line search VariableMetricBuilder: finishes without convergence. VariableMetricBuilder: edm= 0.000791748 requested: 1e-05 negative or zero diagonal element 0 in covariance matrix added 0.500001 to diagonal of error matrix negative or zero diagonal element 0 in covariance matrix added 0.500001 to diagonal of error matrix negative or zero diagonal element 0 in covariance matrix added 0.500001 to diagonal of error matrix

** Minuit ** True fval = 3414.52400202 {'A': 149567.4591222262, 'bg': 582.6092707551805, 'angle': 3.3394501897008695, 'muy': 13.117873260436346, 'mux': -19.526151197506664, 'sigy': 3.7209561701434013, 'sigx': 9.446896017054396}

negative or zero diagonal element 0 in covariance matrix added 0.500001 to diagonal of error matrix negative or zero diagonal element 0 in covariance matrix added 0.500001 to diagonal of error matrix

** iMinuit ** True fval = 3414.52400202 {'A': 149567.4591222262, 'bg': 582.6092707551805, 'angle': 3.3394501897008695, 'muy': 13.117873260436346, 'mux': -19.526151197506664, 'sigy': 3.7209561701434013, 'sigx': 9.446896017054396}

- - - - roi 51 - - - -

** Minuit ** True fval = 6955.52891449 {'A': 417098.16608775116, 'bg': 600.4752917208237, 'angle': -4.16171120703693, 'muy': 20.3910682809323, 'mux': 20.47557624908281, 'sigy': 3.5350525336010077, 'sigx': 3.982835263434713}

** iMinuit ** True fval = 6955.52891399 {'A': 417098.3873601022, 'bg': 600.4752058811624, 'angle': -4.162013825825085, 'muy': 20.391069580378378, 'mux': 20.475578879097156, 'sigy': 3.535054931780533, 'sigx': 3.98283412267473}

** Minuit ** True fval = 1449.24038795 {'A': 309.51503314810816, 'bg': 590.3265201996733, 'angle': -43.3268187537511, 'muy': 19.51089884461597, 'mux': 19.48017602282, 'sigy': 0.002991666963970564, 'sigx': 0.4471068237148437}

VariableMetricBuilder: matrix not pos.def. gdel > 0: 1.16173 negative or zero diagonal element 2 in covariance matrix negative or zero diagonal element 3 in covariance matrix negative or zero diagonal element 4 in covariance matrix added 24.2043 to diagonal of error matrix eigenvalues: -18.5028 0.999887 1 1.01599 1.17886 3.86444 17.4436 matrix forced pos-def by adding 18.5202 to diagonal gdel: -3.0978e+06 VariableMetricBuilder: warning: no improvement in line search VariableMetricBuilder: finishes without convergence. VariableMetricBuilder: edm= 1303.21 requested: 1e-05 negative or zero diagonal element 0 in covariance matrix added 0.500001 to diagonal of error matrix eigenvalues: -0.0152565 0.0710178 0.175337 0.994724 1 1.16697 3.6072 matrix forced pos-def by adding 0.0188637 to diagonal VariableMetricBuilder: Tolerance is not sufficient - edm is 0.215171 requested 1e-05 continue the minimization negative or zero diagonal element 0 in covariance matrix added 0.500001 to diagonal of error matrix

** iMinuit ** True fval = 10748.8701963 {'A': 619443.5353143102, 'bg': 590.6236867305064, 'angle': -9.410132797414064, 'muy': 21.125580115423677, 'mux': 42.185855541492025, 'sigy': 4.303226138704186, 'sigx': 0.35920318930680056}

- - - - roi 53 - - - -

** Minuit ** True fval = 4272.0939862 {'A': 277938.8098818659, 'bg': 595.9706635365912, 'angle': -10.737680354039597, 'muy': 20.393664626418406, 'mux': 20.456086285479902, 'sigy': 3.4541235248671773, 'sigx': 3.924186953514024}

** iMinuit ** True fval = 4272.09398639 {'A': 277938.7511786992, 'bg': 595.9704370194719, 'angle': -10.737735838171048, 'muy': 20.393663603633044, 'mux': 20.45609123315205, 'sigy': 3.4541235038618705, 'sigx': 3.9241865484882306}

- - - - roi 54 - - - - MnHesse: 2nd derivative zero for parameter 3 MnHesse fails and will return diagonal matrix VariableMetricBuilder: call limit exceeded. MnHesse: maximum number of allowed function calls exhausted. MnHesse fails and will return diagonal matrix VariableMetricBuilder: Tolerance is not sufficient - edm is 0.00982522 requested 1e-05 continue the minimization VariableMetricBuilder: call limit exceeded. FunctionMinimum is invalid.

** Minuit ** False

VariableMetricBuilder: call limit exceeded. MnHesse: maximum number of allowed function calls exhausted. MnHesse fails and will return diagonal matrix VariableMetricBuilder: Tolerance is not sufficient - edm is 0.00982522 requested 1e-05 continue the minimization VariableMetricBuilder: call limit exceeded. FunctionMinimum is invalid.

** iMinuit ** False

- - - - roi 55 - - - - ** Border and/or not single **

- - - - roi 56 - - - - ** Border and/or not single **

- - - - roi 57 - - - - negative or zero diagonal element 0 in covariance matrix added 0.500001 to diagonal of error matrix eigenvalues: -0.00376204 0.271451 0.367155 0.783927 0.992271 1.30027 3.28869 matrix forced pos-def by adding 0.00705073 to diagonal VariableMetricBuilder: Tolerance is not sufficient - edm is 0.0364927 requested 1e-05 continue the minimization VariableMetricBuilder: matrix not pos.def. gdel > 0: 0.0662037 negative or zero diagonal element 0 in covariance matrix negative or zero diagonal element 2 in covariance matrix negative or zero diagonal element 5 in covariance matrix added 4.34724e+08 to diagonal of error matrix eigenvalues: -50.0297 1 1 1 1 1 52.0297 matrix forced pos-def by adding 50.0818 to diagonal gdel: -417739 VariableMetricBuilder: warning: no improvement in line search VariableMetricBuilder: finishes without convergence. VariableMetricBuilder: edm= 0.698024 requested: 1e-05 FunctionMinimum is invalid. VariableMetricBuilder: call limit exceeded. MnHesse: maximum number of allowed function calls exhausted. MnHesse fails and will return diagonal matrix VariableMetricBuilder: Tolerance is not sufficient - edm is 3.5759e-05 requested 1e-05 continue the minimization MnHesse: maximum number of allowed function calls exhausted. MnHesse fails and will return diagonal matrix

** Minuit ** False

VariableMetricBuilder: call limit exceeded. MnHesse: maximum number of allowed function calls exhausted. MnHesse fails and will return diagonal matrix VariableMetricBuilder: Tolerance is not sufficient - edm is 3.5759e-05 requested 1e-05 continue the minimization MnHesse: maximum number of allowed function calls exhausted. MnHesse fails and will return diagonal matrix

** iMinuit ** False

- - - - roi 58 - - - - MnHesse: 2nd derivative zero for parameter 3 MnHesse fails and will return diagonal matrix VariableMetricBuilder: matrix not pos.def. gdel > 0: 0.0639029 negative or zero diagonal element 2 in covariance matrix negative or zero diagonal element 3 in covariance matrix negative or zero diagonal element 4 in covariance matrix negative or zero diagonal element 5 in covariance matrix added 4.44232 to diagonal of error matrix eigenvalues: -5.51831 0.999986 1 1.00097 1.26728 1.70337 6.5467 matrix forced pos-def by adding 5.52486 to diagonal gdel: -0.112388 MnHesse: 2nd derivative zero for parameter 0 MnHesse fails and will return diagonal matrix

** Minuit ** False

VariableMetricBuilder: matrix not pos.def. gdel > 0: 0.0639029 negative or zero diagonal element 2 in covariance matrix negative or zero diagonal element 3 in covariance matrix negative or zero diagonal element 4 in covariance matrix negative or zero diagonal element 5 in covariance matrix added 4.44232 to diagonal of error matrix eigenvalues: -5.51831 0.999986 1 1.00097 1.26728 1.70337 6.5467 matrix forced pos-def by adding 5.52486 to diagonal gdel: -0.112388 MnHesse: 2nd derivative zero for parameter 0 MnHesse fails and will return diagonal matrix

** iMinuit ** False

- - - - roi 59 - - - -

** Minuit ** True fval = 4418.04473129 {'A': 164681.39447219475, 'bg': 596.9978973726122, 'angle': -17.139428958270983, 'muy': 20.95876182698452, 'mux': 19.85543708988008, 'sigy': 3.362686643959178, 'sigx': 3.8397169861984675}

** iMinuit ** True fval = 4418.04473092 {'A': 164681.70264208983, 'bg': 596.9983092338543, 'angle': -17.139283027085767, 'muy': 20.95874990297424, 'mux': 19.85543354503498, 'sigy': 3.362700863885353, 'sigx': 3.8397229801429376}

- - - - roi 60 - - - -

** Minuit ** True fval = 4610.60039396 {'A': 319708.85994253994, 'bg': 613.5327931782713, 'angle': -43.899247300098914, 'muy': 20.56405919731121, 'mux': 20.2286201106887, 'sigy': 3.863725657398556, 'sigx': 4.590393234638932}

** iMinuit ** True fval = 4610.60039242 {'A': 319709.0369339089, 'bg': 613.5326856086838, 'angle': -43.8986229767998, 'muy': 20.564062096726804, 'mux': 20.22862210475931, 'sigy': 3.8637277441432594, 'sigx': 4.590389932093664}

- - - - roi 61 - - - -

** Minuit ** True fval = 2752.10117909 {'A': 182631.2835645885, 'bg': 591.2215407590191, 'angle': 70.25893214037794, 'muy': 20.300980003176942, 'mux': 20.249409688492452, 'sigy': 3.7858562204114055, 'sigx': 3.343284269671578}

** iMinuit ** True fval = 2752.10117912 {'A': 182631.32074782145, 'bg': 591.221275708658, 'angle': 70.258827267302, 'muy': 20.300980749551663, 'mux': 20.249413195195743, 'sigy': 3.785856605699093, 'sigx': 3.3432813895505653}

- - - - roi 62 - - - - ** Border and/or not single **

- - - - roi 63 - - - - ** Border and/or not single **

- - - - roi 64 - - - -

** Minuit ** True fval = 6106.741426 {'A': 368886.4848467257, 'bg': 631.222423488026, 'angle': -47.332371930793755, 'muy': 20.674651524614607, 'mux': 20.378782564706572, 'sigy': 3.8978757331995237, 'sigx': 4.628509655256464}

** iMinuit ** True fval = 6106.74142659 {'A': 368886.7104259557, 'bg': 631.2220920896762, 'angle': -47.33223696099, 'muy': 20.674649657979227, 'mux': 20.378781445996854, 'sigy': 3.8978820585150316, 'sigx': 4.628511308329306}

- - - - roi 65 - - - -

** Minuit ** True fval = 2840.3448445 {'A': 178891.51949023912, 'bg': 592.3312884104407, 'angle': 69.62310155761756, 'muy': 20.066563304120553, 'mux': 20.44847811272047, 'sigy': 3.718498789711013, 'sigx': 3.3066960525350986}

** iMinuit ** True fval = 2840.34484316 {'A': 178891.52944500942, 'bg': 592.3309767525319, 'angle': 69.62197711498797, 'muy': 20.066558132030742, 'mux': 20.448474294446438, 'sigy': 3.7184972776412057, 'sigx': 3.3066906793071618}

- - - - roi 66 - - - -

** Minuit ** True fval = 2720.21432915 {'A': 62735.0146568316, 'bg': 586.6536904849952, 'angle': 69.07744733692374, 'muy': 19.90920939981935, 'mux': 20.42074852699166, 'sigy': 3.5139394282350884, 'sigx': 3.181286853701267}

** iMinuit ** True fval = 2720.21432915 {'A': 62735.04727157366, 'bg': 586.6537272044337, 'angle': 69.07737862566472, 'muy': 19.909209290961513, 'mux': 20.4207456324564, 'sigy': 3.5139402000949835, 'sigx': 3.1812892894597713}

- - - - roi 67 - - - - eigenvalues: -15.7829 0.923043 1.10779 17.7521 matrix forced pos-def by adding 15.8007 to diagonal VariableMetricBuilder: Tolerance is not sufficient - edm is 39.754 requested 1e-05 continue the minimization VariableMetricBuilder: matrix not pos.def. gdel > 0: 281.287 negative or zero diagonal element 2 in covariance matrix added 1.83302 to diagonal of error matrix gdel: -266.03 VariableMetricBuilder: matrix not pos.def. gdel > 0: 646.314 negative or zero diagonal element 2 in covariance matrix negative or zero diagonal element 3 in covariance matrix added 0.50153 to diagonal of error matrix gdel: -207968 VariableMetricBuilder: matrix not pos.def. gdel > 0: 67.2487 eigenvalues: -0.0333301 0.00739362 1.17964 2.8463 matrix forced pos-def by adding 0.0361764 to diagonal gdel: -464.455 eigenvalues: -0.000110948 0.00116973 0.00344816 3.99549 matrix forced pos-def by adding 0.00410644 to diagonal eigenvalues: -0.0148312 -0.000347168 0.00086605 0.00316104 0.00609621 0.999896 6.00516 matrix forced pos-def by adding 0.0208363 to diagonal eigenvalues: -0.0148309 -0.000347178 0.000866037 0.00316116 0.00609681 0.999896 6.00516 matrix forced pos-def by adding 0.0208361 to diagonal

** Minuit ** True fval = 1425.16396008 {'A': 284.46911576243605, 'bg': 585.5122090328953, 'angle': -43.084958274948534, 'muy': 19.51559938866986, 'mux': 19.48514938830806, 'sigy': 0.008321423268200276, 'sigx': 1.2265775936045302}

VariableMetricBuilder: call limit exceeded. MnHesse: maximum number of allowed function calls exhausted. MnHesse fails and will return diagonal matrix VariableMetricBuilder: Tolerance is not sufficient - edm is 0.00661935 requested 1e-05 continue the minimization MnHesse: maximum number of allowed function calls exhausted. MnHesse fails and will return diagonal matrix

** iMinuit ** False

- - - - roi 68 - - - - VariableMetricBuilder: matrix not pos.def. gdel > 0: 0.575423 negative or zero diagonal element 0 in covariance matrix negative or zero diagonal element 1 in covariance matrix negative or zero diagonal element 2 in covariance matrix negative or zero diagonal element 3 in covariance matrix added 451055 to diagonal of error matrix eigenvalues: -16.8109 1 1.00008 18.8109 matrix forced pos-def by adding 16.8298 to diagonal gdel: -57882.9 VariableMetricBuilder: warning: no improvement in line search VariableMetricBuilder: finishes without convergence. VariableMetricBuilder: edm= 0.00422526 requested: 1e-05 VariableMetricBuilder: Tolerance is not sufficient - edm is 41.2776 requested 1e-05 continue the minimization VariableMetricBuilder: matrix not pos.def. edm < 0 negative or zero diagonal element 1 in covariance matrix added 24.9121 to diagonal of error matrix eigenvalues: -3.21677 0.234205 1.20459 5.77798 matrix forced pos-def by adding 3.22255 to diagonal eigenvalues: -0.027278 0.735094 1.01058 2.2816 matrix forced pos-def by adding 0.0295596 to diagonal VariableMetricBuilder: Tolerance is not sufficient - edm is 0.0369106 requested 1e-05 continue the minimization VariableMetricBuilder: matrix not pos.def. gdel > 0: 0.000945888 negative or zero diagonal element 0 in covariance matrix negative or zero diagonal element 2 in covariance matrix negative or zero diagonal element 3 in covariance matrix added 9.72459e+13 to diagonal of error matrix eigenvalues: -180913 1 1 180915 matrix forced pos-def by adding 181094 to diagonal gdel: -6.70014e+15 VariableMetricBuilder: warning: no improvement in line search VariableMetricBuilder: finishes without convergence. VariableMetricBuilder: edm= 0.000217248 requested: 1e-05 FunctionMinimum is invalid. MnGlobalCorrelationCoeff: inversion of matrix fails. negative or zero diagonal element 0 in covariance matrix added 0.500001 to diagonal of error matrix negative or zero diagonal element 0 in covariance matrix added 0.500001 to diagonal of error matrix

** Minuit ** True fval = 2819.87433342 {'A': 71930.52867544629, 'bg': 569.7278298993738, 'angle': 67.11438535628906, 'muy': 53.464930984669095, 'mux': 20.241651513975683, 'sigy': 2.688899600194102, 'sigx': 8.150937814609495}

negative or zero diagonal element 0 in covariance matrix added 0.500001 to diagonal of error matrix negative or zero diagonal element 0 in covariance matrix added 0.500001 to diagonal of error matrix

** iMinuit ** True fval = 2819.87433342 {'A': 71930.52867544629, 'bg': 569.7278298993738, 'angle': 67.11438535628906, 'muy': 53.464930984669095, 'mux': 20.241651513975683, 'sigy': 2.688899600194102, 'sigx': 8.150937814609495}

- - - - roi 69 - - - - VariableMetricBuilder: matrix not pos.def. gdel > 0: 324.59 negative or zero diagonal element 0 in covariance matrix negative or zero diagonal element 1 in covariance matrix negative or zero diagonal element 2 in covariance matrix negative or zero diagonal element 3 in covariance matrix added 7.13804e+06 to diagonal of error matrix eigenvalues: -2.27869 1 1 4.27869 matrix forced pos-def by adding 2.28297 to diagonal gdel: -9.50821e+09 VariableMetricBuilder: warning: no improvement in line search VariableMetricBuilder: finishes without convergence. VariableMetricBuilder: edm= 55.8413 requested: 1e-05 eigenvalues: -1.63948 0.0848538 1.55198 4.00265 matrix forced pos-def by adding 1.64348 to diagonal VariableMetricBuilder: Tolerance is not sufficient - edm is 2119.12 requested 1e-05 continue the minimization VariableMetricBuilder: matrix not pos.def. gdel > 0: 17.5534 negative or zero diagonal element 1 in covariance matrix added 4.42414 to diagonal of error matrix eigenvalues: -0.693174 1.00058 1.34015 2.35244 matrix forced pos-def by adding 0.695526 to diagonal gdel: -5121.93 MnHesse: maximum number of allowed function calls exhausted. MnHesse fails and will return diagonal matrix

** Minuit ** True fval = 2836.12587412 {'A': 22466.299254350273, 'bg': 580.2194181831599, 'angle': -46.246931857035875, 'muy': 36.47658732160413, 'mux': 28.66750901349609, 'sigy': 3.2569428964990705, 'sigx': 4.009772406205779}

** iMinuit ** True fval = 2836.12587412 {'A': 22466.299254350273, 'bg': 580.2194181831599, 'angle': -46.246931857035875, 'muy': 36.47658732160413, 'mux': 28.66750901349609, 'sigy': 3.2569428964990705, 'sigx': 4.009772406205779}

- - - - roi 70 - - - -

** Minuit ** True fval = 44468.3064189 {'A': 1734183.5298197176, 'bg': 674.403344625776, 'angle': -2.8281925002770976, 'muy': 20.515877704627304, 'mux': 20.272017303721714, 'sigy': 3.4083138464589795, 'sigx': 3.690128478218381}

** iMinuit ** True fval = 44468.3064189 {'A': 1734183.462712506, 'bg': 674.4030654466023, 'angle': -2.828108145916488, 'muy': 20.515876983732056, 'mux': 20.272016656907443, 'sigy': 3.4083134988883392, 'sigx': 3.69012771112927}

- - - - roi 71 - - - - MnHesse: 2nd derivative zero for parameter 3 MnHesse fails and will return diagonal matrix negative or zero diagonal element 0 in covariance matrix added 0.500001 to diagonal of error matrix eigenvalues: -0.0206035 0.0380868 0.0466243 0.715138 0.999217 1 4.22154 matrix forced pos-def by adding 0.024825 to diagonal negative or zero diagonal element 0 in covariance matrix added 0.500001 to diagonal of error matrix eigenvalues: -0.0206701 0.0381956 0.0467053 0.715153 0.999217 1 4.2214 matrix forced pos-def by adding 0.0248915 to diagonal

** Minuit ** True fval = 3179.47849754 {'A': 114277.94811849804, 'bg': 571.1639721160285, 'angle': 29.765867143661524, 'muy': -1.5572919095303352, 'mux': 39.113353708695975, 'sigy': 5.385604774893013, 'sigx': -0.2554914264279753}

negative or zero diagonal element 0 in covariance matrix added 0.500001 to diagonal of error matrix eigenvalues: -0.0206035 0.0380868 0.0466243 0.715138 0.999217 1 4.22154 matrix forced pos-def by adding 0.024825 to diagonal negative or zero diagonal element 0 in covariance matrix added 0.500001 to diagonal of error matrix eigenvalues: -0.0206701 0.0381956 0.0467053 0.715153 0.999217 1 4.2214 matrix forced pos-def by adding 0.0248915 to diagonal

** iMinuit ** True fval = 3179.47849754 {'A': 114277.94811849804, 'bg': 571.1639721160285, 'angle': 29.765867143661524, 'muy': -1.5572919095303352, 'mux': 39.113353708695975, 'sigy': 5.385604774893013, 'sigx': -0.2554914264279753}

- - - - roi 72 - - - - ** Border and/or not single **

- - - - roi 73 - - - - ** Border and/or not single **

- - - - roi 74 - - - -

** Minuit ** True fval = 1732.10676118 {'A': 93537.18505703179, 'bg': 586.6083313562021, 'angle': 54.81841411571105, 'muy': 20.547959159788054, 'mux': 20.310717549063604, 'sigy': 3.861048381504733, 'sigx': 3.33456207604897}

** iMinuit ** True fval = 1732.1067618 {'A': 93537.0877499103, 'bg': 586.6085107374079, 'angle': 54.8187339732178, 'muy': 20.547957646384514, 'mux': 20.31072545483871, 'sigy': 3.861047060659338, 'sigx': 3.33456902607316}

- - - - roi 75 - - - - VariableMetricBuilder: Tolerance is not sufficient - edm is 0.0574589 requested 1e-05 continue the minimization negative or zero diagonal element 0 in covariance matrix negative or zero diagonal element 1 in covariance matrix added 0.500001 to diagonal of error matrix negative or zero diagonal element 0 in covariance matrix negative or zero diagonal element 2 in covariance matrix added 0.500001 to diagonal of error matrix negative or zero diagonal element 0 in covariance matrix negative or zero diagonal element 2 in covariance matrix added 0.500001 to diagonal of error matrix

** Minuit ** True fval = 3108.32833166 {'A': -2421536.2915422926, 'bg': 576.1104140928438, 'angle': -31.67448182109741, 'muy': 12.927188258162724, 'mux': 25.768624643445065, 'sigy': 2.9345194281568263, 'sigx': 26311.212292698896}

VariableMetricBuilder: call limit exceeded. MnHesse: maximum number of allowed function calls exhausted. MnHesse fails and will return diagonal matrix VariableMetricBuilder: Tolerance is not sufficient - edm is 0.0290736 requested 1e-05 continue the minimization MnHesse: maximum number of allowed function calls exhausted. MnHesse fails and will return diagonal matrix

** iMinuit ** False

- - - - roi 76 - - - - VariableMetricBuilder: call limit exceeded. MnHesse: maximum number of allowed function calls exhausted. MnHesse fails and will return diagonal matrix VariableMetricBuilder: Tolerance is not sufficient - edm is 4.7724e-05 requested 1e-05 continue the minimization MnHesse: maximum number of allowed function calls exhausted. MnHesse fails and will return diagonal matrix negative or zero diagonal element 0 in covariance matrix added 0.500001 to diagonal of error matrix VariableMetricBuilder: Tolerance is not sufficient - edm is 0.00160079 requested 1e-05 continue the minimization MnHesse: maximum number of allowed function calls exhausted. MnHesse fails and will return diagonal matrix

** Minuit ** False

negative or zero diagonal element 0 in covariance matrix added 0.500001 to diagonal of error matrix VariableMetricBuilder: Tolerance is not sufficient - edm is 0.00160079 requested 1e-05 continue the minimization MnHesse: maximum number of allowed function calls exhausted. MnHesse fails and will return diagonal matrix

** iMinuit ** False

- - - - roi 77 - - - - ** Border and/or not single **

- - - - roi 78 - - - - ** Border and/or not single **

- - - - roi 79 - - - - ** Border and/or not single **

- - - - roi 80 - - - - ** Border and/or not single **

- - - - roi 81 - - - - ** Border and/or not single **

Side-by-side comparison:

Changed:
<
<
 roi number Minuit iMinuit HotPixel? 0 Yes 1 Yes 2 Yes 3 - - Yes 4 5 - - 6 Yes 7 - - Yes 8 Yes 9 False False Yes 10 False False Yes 11 - - Yes 12 False Yes 13 False False Yes 14 - - Yes 15 False False Yes 16 17 - - 18 19 20 21 22 - - Yes 23 24 False False Yes 25 - - Yes 26 - - Border 27 28 False False Yes 29 - - Yes (Border) 30 - - Yes 31 32 Yes 33 34 - - 35 36 - - Yes 37 - - Yes (Border) 38 - - Yes 39 Maybe* 40 False False Yes 41 - - 42 - - Maybe* 43 - - Double 44 - - Double 45 46 False False Yes 47 Yes 48 49 Yes 50 Yes 51 - - 52 Yes 53 - - 54 False False Yes 55 - - Maybe* 56 - - Maybe* 57 False False Yes 58 False False Yes 59 - - Double 60 61 - - 62 - - Maybe* 63 - - Maybe* 64 Double 65 66 - - Double 67 False Yes 68 - - Yes 69 Yes 70 - - 71 - - Yes 72 - - Maybe* 73 - - Maybe* 74 75 - - Yes 76 - - Yes 77 - - Yes (Border) 78 - - Yes (Border) 79 - - Yes (Border) 80 - - Border 81 - - Border Total
>
>
 roi number PyMinuit Fisical Result? iMinuit Fisical Result? HotPixel? 0 `fval = 3378.59308005 {'A': 148065.77491357646, 'bg': 572.3827252516722, 'angle': -61.91430148618889, 'muy': -8.716784396039797, 'mux': -16.485752060172157, 'sigy': 1.847472559732902, 'sigx': 13.82756811415661}` No `fval = 3378.59308005 {'A': 148065.77491357646, 'bg': 572.3827252516722, 'angle': -61.91430148618889, 'muy': -8.716784396039797, 'mux': -16.485752060172157, 'sigy': 1.847472559732902, 'sigx': 13.82756811415661}` No Yes 1 `fval = 2423.61433436 {'A': -1689302.7632115947, 'bg': 585.9531959869913, 'angle': 25.813492531895776, 'muy': -13.423944301993608, 'mux': -4.504492734579577, 'sigy': 25122.810112512532, 'sigx': 2.0492586927351626}` No `False` - Yes 2 `fval = 2621.31010476 {'A': -7801603.7402832, 'bg': 565.2894243102445, 'angle': 77.34715405737066, 'muy': 16.02349753811419, 'mux': 27.94127875595934, 'sigy': 52188.23219050946, 'sigx': 5.368321266056039}` No `fval = 2535.55500632 {'A': 77486.75875832487, 'bg': 562.1384442511143, 'angle': 54.79707404918241, 'muy': 51.009931508035926, 'mux': 16.362362275226417, 'sigy': 8.96720420446321, 'sigx': 4.950876482213082}` No Yes 3 `False` - `False` - Yes 4 `fval = 18518.6448802 {'A': 623566.7725842549 'bg': 609.5961996123447 'angle': -15.41095131751726 'muy': 20.3925970025792 'mux': 20.66268940748408 'sigy': 4.131982235159669 'sigx': 4.933146602350255}` Yes `fval = 18518.6448722 {'A': 623567.1999263188 'bg': 609.5961485797089 'angle': -15.411527948512415 'muy': 20.39258392808676 'mux': 20.662691735365026 'sigy': 4.131973085959172 'sigx': 4.933151038863691}` Yes No 5 `fval = 8121.49521915 {'A': 299288.64674829907 'bg': 582.5445902567951 'angle': 1.1331914186329755 'muy': 20.44991495209858 'mux': 19.759599654212277 'sigy': 4.0625827956205045 'sigx': 4.7601946288987245}` Yes `fval = 8121.49521995 {'A': 299288.7100926881 'bg': 582.5446999143275 'angle': 1.1328993370255063 'muy': 20.449903147360263 'mux': 19.75959910126001 'sigy': 4.062583581715732 'sigx': 4.7601920177616}` Yes No 6 `fval = 6983.43103961 {'A': -8756953.244731816 'bg': 567.1947388548588 'angle': 46.92096407674063 'muy': 21.14230508304217 'mux': 20.830279673077776 'sigy': 5.567315049734359 'sigx': 54447.86619203548}` No ` fval = 6955.0230036 {'A': 365509.23907745775 'bg': 563.4214190637549 'angle': 38.36013587526631 'muy': 108.57998839846091 'mux': 95.17800199712902 'sigy': 38.53978707406289 'sigx': 3.969993706388433}` No Yes 7 `False` - `False` - Yes 8 ` fval = 3079.2565078 {'A': 124189.01527936573 'bg': 567.5158998998949 'angle': -18.183098579813944 'muy': 3.3437289634734535 'mux': -35.89335953230764 'sigy': 3.6148545826651546 'sigx': 19.67907563361348}` No `fval = 3079.2565078 {'A': 124189.01527936573 'bg': 567.5158998998949 'angle': -18.183098579813944 'muy': 3.3437289634734535 'mux': -35.89335953230764 'sigy': 3.6148545826651546 'sigx': 19.67907563361348}` No Yes 9 `False` - `False` - Yes 10 `False` - `False` - Yes 11 `fval = 2241.27588185 {'A': -64789.424921831946 'bg': 563.5845256995262 'angle': -4.755160035503593 'muy': 509.90028376518273 'mux': -6.161575102932611 'sigy': 286.73257957087094 'sigx': 1.5080630902914556}` No `fval = 2241.27588185 {'A': -64789.424921831946 'bg': 563.5845256995262 'angle': -4.755160035503593 'muy': 509.90028376518273 'mux': -6.161575102932611 'sigy': 286.73257957087094 'sigx': 1.5080630902914556}` No Yes 12 ` fval = 3858.40551076 {'A': -6762.088958596599 'bg': 588.4291717223091 'angle': 55.09528025167285 'muy': 17.667571776975617 'mux': 15.333538688748039 'sigy': -5.765826983183968 'sigx': 3.5984939042514306} ` No `False` No Yes 13 `False` - `False` - Yes 14 `False` - `False` - Yes 15 `False` - `False` - Yes 16 `fval = 79401.1079512 {'A': 2280723.370917509 'bg': 696.6552058220949 'angle': -17.549555250077802 'muy': 20.721862561557515 'mux': 21.25101564813208 'sigy': 4.165314055626622 'sigx': 4.987261125363536}` Yes `fval = 79401.1079492 {'A': 2280723.2216387773 'bg': 696.6551709994527 'angle': -17.54971146587401 'muy': 20.721858082355272 'mux': 21.251014224626317 'sigy': 4.165313439830403 'sigx': 4.98726449309343}` Yes No 17 `fval = 8265.04834761 {'A': 318460.6660450181 'bg': 584.8436751336843 'angle': 0.7205946567492845 'muy': 20.701559609319204 'mux': 20.47444321671409 'sigy': 3.9979386357959004 'sigx': 4.6529124791490055}` Yes `fval = 8265.04834986 {'A': 318460.6801322455 'bg': 584.8435888096394 'angle': 0.7209462116732794 'muy': 20.70156218034965 'mux': 20.474427952661088 'sigy': 3.9979452774711093 'sigx': 4.652917359691424}` Yes No 18 `fval = 3246.11658959 {'A': 120769.86287339163 'bg': 587.7045500545522 'angle': 57.3005400521329 'muy': 19.940220643614698 'mux': 19.008156557811258 'sigy': 5.014290569209643 'sigx': 4.16288425188374}` Yes `fval = 3246.1165949 {'A': 120770.01194514554 'bg': 587.7051157276667 'angle': 57.29884741919943 'muy': 19.94022228209817 'mux': 19.008137658232293 'sigy': 5.014260392116431 'sigx': 4.1628811025415375}` Yes No 19 `fval = 10650.2174752 {'A': 454917.38597829104 'bg': 611.0589058577422 'angle': -24.263068801984502 'muy': 20.608474933253397 'mux': 20.018131005923294 'sigy': 4.098961542052516 'sigx': 4.883202766309448}` Yes `fval = 10650.2174743 {'A': 454917.02672682033 'bg': 611.0591621248678 'angle': -24.262914713071837 'muy': 20.608473744078925 'mux': 20.0181281847428 'sigy': 4.098957468647641 'sigx': 4.883207350418244}` Yes No 20 `fval = 42253.5062368 {'A': 1247740.29406449 'bg': 648.5195788289112 'angle': -31.775418513179076 'muy': 20.9273700132327 'mux': 20.61891841279177 'sigy': 4.332325134518958 'sigx': 5.290521845689175}` Yes `fval = 42253.5062376 {'A': 1247740.4289249901 'bg': 648.5194137481546 'angle': -31.775312043438007 'muy': 20.927369705775664 'mux': 20.618919306229234 'sigy': 4.332325465960032 'sigx': 5.290518069241512}` Yes No 21 `fval = 7800.06134809 {'A': 339635.4256425956 'bg': 599.445381549316 'angle': -28.316344768643205 'muy': 20.418671753837884 'mux': 20.14162161272486 'sigy': 4.080722479609732 'sigx': 4.944232085345582}` Yes `fval = 7800.0613482 {'A': 339635.6316690559 'bg': 599.4454178466127 'angle': -28.31593725079665 'muy': 20.418674292654757 'mux': 20.14163411117907 'sigy': 4.080721308516051 'sigx': 4.944228809885553}` Yes No 22 `fval = 2691.32143359 {'A': 11531.979063474304 'bg': 571.6804495460534 'angle': 17.753898625873845 'muy': 20.544546583514432 'mux': 25.248673568548273 'sigy': 4.562988664359767 'sigx': 5.1249257343406915}` Yes `fval = 2691.32143244 {'A': 11531.618825405401 'bg': 571.6803722290349 'angle': 17.763403542972995 'muy': 20.54449291866988 'mux': 25.24866481054502 'sigy': 4.562888870011636 'sigx': 5.124959686954614}` Yes Maybe* 23 `fval = 9121.895719 {'A': 384903.90541824716 'bg': 600.071553869503 'angle': -28.554169424319667 'muy': 20.116014838587393 'mux': 20.527557354100754 'sigy': 4.157478592503187 'sigx': 5.0602417469584}` Yes `fval = 9121.89571952 {'A': 384903.3192244213 'bg': 600.0707714951126 'angle': -28.555258327219654 'muy': 20.116017611253604 'mux': 20.527589315564626 'sigy': 4.157476975596071 'sigx': 5.06023364743324}` Yes No 24 `False` - `False` - Yes 25 `False` - `False` - Yes 26 `N/A` - `N/A` - Border 27 `fval = 158635.492056 {'A': 4755186.972049388 'bg': 817.710091916564 'angle': -14.335336283339558 'muy': 20.702638747414024 'mux': 20.468195757583572 'sigy': 4.030161743320317 'sigx': 5.016437669674367}` Yes `fval = 158635.492056 {'A': 4755187.13309057 'bg': 817.710084278245 'angle': -14.335342088668952 'muy': 20.702638594781725 'mux': 20.468195534949217 'sigy': 4.030161855437403 'sigx': 5.016437504780601}` Yes No 28 `False` - `False` - Yes 29 `N/A` - `N/A` - Yes (Border) 30 `fval = 4730.28737714 {'A': 221648.16244415983 'bg': 565.5254987621598 'angle': -20.057313309873365 'muy': -24.619690830644288 'mux': 21.859940217961046 'sigy': 14.061872184162592 'sigx': 4.16667977659773}` No `fval = 4730.28737714 {'A': 221648.16244415983 'bg': 565.5254987621598 'angle': -20.057313309873365 'muy': -24.619690830644288 'mux': 21.859940217961046 'sigy': 14.061872184162592 'sigx': 4.16667977659773}` No Yes 31 ` fval = 46791.7008351 {'A': 732627.1282683008 'bg': 697.5547581602436 'angle': -89.99999999999903 'muy': 20.56922514681664 'mux': 20.328924261179086 'sigy': 4.71064666922819 'sigx': 4.512853355049917}` Yes `fval = 46791.7008337 {'A': 732627.2267353914 'bg': 697.5546352952638 'angle': -89.99999999992897 'muy': 20.56922926843171 'mux': 20.32893120453606 'sigy': 4.7106414007324595 'sigx': 4.512853262308565}` Yes No 32 `fval = 2702.20303182 {'A': 23692.66263572543 'bg': 577.3992575746125 'angle': -14.918186124736707 'muy': 5.398620091547762 'mux': 41.36462277632608 'sigy': 4.029794154091341 'sigx': 5.532377233259187}` Yes `fval = 2702.20303182 {'A': 23692.66263572543 'bg': 577.3992575746125 'angle': -14.918186124736707 'muy': 5.398620091547762 'mux': 41.36462277632608 'sigy': 4.029794154091341 'sigx': 5.532377233259187}` Yes Maybe* 33 ` fval = 9833.97893579 {'A': 491989.24580358044 'bg': 611.5441512128597 'angle': -26.72840609058195 'muy': 20.20607973606682 'mux': 20.260319149964648 'sigy': 3.9631044083838436 'sigx': 4.744638298182633}` Yes `fval = 9833.97893579 {'A': 491989.2792716845 'bg': 611.5442018814086 'angle': -26.72840189946622 'muy': 20.206078161078008 'mux': 20.260319267607027 'sigy': 3.963102774997116 'sigx': 4.744637461983109}` Yes No 34 `fval = 6885.97347282 {'A': 356483.95987783314 'bg': 602.6648428923478 'angle': -14.116851841123932 'muy': 20.780109778854868 'mux': 20.49262447110312 'sigy': 3.780584773332204 'sigx': 4.422185650312604}` Yes `fval = 6885.97347279 {'A': 356484.0109419419 'bg': 602.664952950874 'angle': -14.11700575275718 'muy': 20.78011016920337 'mux': 20.492627522835953 'sigy': 3.7805839540956954 'sigx': 4.422182305279126}` Yes No 35 `fval = 2013.28997399 {'A': 88375.08900330213 'bg': 588.2308451656055 'angle': 68.75886688374754 'muy': 19.08237599116255 'mux': 19.256862757787975 'sigy': 4.335477459164802 'sigx': 3.701475632446458}` Yes `fval = 2013.28997468 {'A': 88375.33608561366 'bg': 588.2306214945208 'angle': 68.75918466000323 'muy': 19.082382388024058 'mux': 19.25686709799509 'sigy': 4.335493165022152 'sigx': 3.70149316867755}` Yes No 36 ` fval = 2268.84391988 {'A': 73732.5548872796 'bg': 572.4338932045782 'angle': -0.8281937978807719 'muy': -5.804931067472619 'mux': 40.43279856055955 'sigy': 11.937550638969329 'sigx': 0.3934422678456985}` No `fval = 2268.84391988 {'A': 73732.5548872796 'bg': 572.4338932045782 'angle': -0.8281937978807719 'muy': -5.804931067472619 'mux': 40.43279856055955 'sigy': 11.937550638969329 'sigx': 0.3934422678456985}` No Yes 37 `N/A` - `N/A` - Yes (Border) 38 `fval = 2855.2457798 {'A': 64722.48757131264 'bg': 559.9183382459357 'angle': 89.99999318802617 'muy': 6.364964587661999 'mux': -38.19419424409231 'sigy': 51.02161332523268 'sigx': 16.18952838497707}` No `fval = 2855.2457798 {'A': 64722.48757131264 'bg': 559.9183382459357 'angle': 89.99999318802617 'muy': 6.364964587661999 'mux': -38.19419424409231 'sigy': 51.02161332523268 'sigx': 16.18952838497707}` No Yes 39 `fval = 2111.00646274 {'A': 27425.95155639346 'bg': 583.0661842458708 'angle': -45.510305630286354 'muy': 21.575805763536057 'mux': 16.682813182397368 'sigy': 5.7867174414620655 'sigx': 4.295691753412272}` Yes `fval = 2111.00646729 {'A': 27425.75222830647 'bg': 583.0664040488831 'angle': 44.48453318210619 'muy': 21.575940206957434 'mux': 16.682858625977364 'sigy': 4.295595324623022 'sigx': 5.786724499724386}` Yes Maybe* 40 `False` - `False` - Yes 41 `fval = 2337.77365552 {'A': 94957.43740917309 'bg': 580.4064559928429 'angle': 79.03580381596512 'muy': 20.830148289444985 'mux': 20.046954361231574 'sigy': 4.053973256330512 'sigx': 3.550648047066906}` Yes `fval = 2337.7736565 {'A': 94957.44988412253 'bg': 580.4064023360836 'angle': 79.03557723996062 'muy': 20.8301560574187 'mux': 20.046971592204713 'sigy': 4.053969309512219 'sigx': 3.550660328478897}` Yes No 42 `fval = 2504.57152591 {'A': 10272.737434459603 'bg': 567.0091697550785 'angle': -67.25500054246871 'muy': 17.798070870164405 'mux': 23.622121254283364 'sigy': 4.088761143456511 'sigx': 3.54771194038689}` Yes `fval = 2504.57152426 {'A': 10272.855236881902 'bg': 567.0095673345189 'angle': -67.2630978749066 'muy': 17.798199961327295 'mux': 23.622115176640907 'sigy': 4.08873792780044 'sigx': 3.5477995711581687}` Yes Maybe* 43 `N/A` - `N/A` - Double 44 `N/A` - `N/A` - Double 45 `fval = 2294.02926966 {'A': 116526.34285249427 'bg': 590.433936411766 'angle': 73.17301385436005 'muy': 20.726632673767654 'mux': 19.839375327836393 'sigy': 4.235515388108135 'sigx': 3.564823560678305}` Yes `fval = 2294.02926952 {'A': 116526.57605195667 'bg': 590.4335825446319 'angle': 73.17227242719983 'muy': 20.726628457743693 'mux': 19.839379402120407 'sigy': 4.235537300404976 'sigx': 3.564815882379967}` Yes No 46 `False` - `False` - Yes 47 `False` - `False` - Yes 48 `fval = 19966.8353575 {'A': 679286.8732433093 'bg': 629.2652094419865 'angle': -89.99999999999015 'muy': 20.40807822018856 'mux': 20.31592291902525 'sigy': 4.362162577010625 'sigx': 4.111471992859492}` Yes `fval = 19966.8353562 {'A': 679285.9768514354 'bg': 629.2657871476657 'angle': -89.99999999994024 'muy': 20.408091714859992 'mux': 20.315918923920602 'sigy': 4.362177872610793 'sigx': 4.11147450652823}` Yes No 49 `fval = 2157.56344307 {'A': -447029.1600018435 'bg': 592.0877001234893 'angle': 80.5096407877173 'muy': -2.5777628040728784 'mux': -127.61348825960064 'sigy': 185.56545105774 'sigx': 26.859019217144457}` No `fval = 2149.97592331 {'A': 63370.960399583266 'bg': 582.1255944524843 'angle': -58.54106234206651 'muy': -33.206071496625604 'mux': 91.63672897658864 'sigy': 28.673781285362946 'sigx': 1.6162604192102121}` No Yes 50 `fval = 3414.52400202 {'A': 149567.4591222262 'bg': 582.6092707551805 'angle': 3.3394501897008695 'muy': 13.117873260436346 'mux': -19.526151197506664 'sigy': 3.7209561701434013 'sigx': 9.446896017054396}` No `fval = 3414.52400202 {'A': 149567.4591222262 'bg': 582.6092707551805 'angle': 3.3394501897008695 'muy': 13.117873260436346 'mux': -19.526151197506664 'sigy': 3.7209561701434013 'sigx': 9.446896017054396}` No Yes 51 ` fval = 6955.52891449 {'A': 417098.16608775116 'bg': 600.4752917208237 'angle': -4.16171120703693 'muy': 20.3910682809323 'mux': 20.47557624908281 'sigy': 3.5350525336010077 'sigx': 3.982835263434713}` Yes `fval = 6955.52891399 {'A': 417098.3873601022 'bg': 600.4752058811624 'angle': -4.162013825825085 'muy': 20.391069580378378 'mux': 20.475578879097156 'sigy': 3.535054931780533 'sigx': 3.98283412267473}` Yes No 52 `fval = 1449.24038795 {'A': 309.51503314810816 'bg': 590.3265201996733 'angle': -43.3268187537511 'muy': 19.51089884461597 'mux': 19.48017602282 'sigy': 0.002991666963970564 'sigx': 0.4471068237148437}` No `fval = 10748.8701963 {'A': 619443.5353143102 'bg': 590.6236867305064 'angle': -9.410132797414064 'muy': 21.125580115423677 'mux': 42.185855541492025 'sigy': 4.303226138704186 'sigx': 0.35920318930680056}` No Yes 53 `fval = 4272.0939862 {'A': 277938.8098818659 'bg': 595.9706635365912 'angle': -10.737680354039597 'muy': 20.393664626418406 'mux': 20.456086285479902 'sigy': 3.4541235248671773 'sigx': 3.924186953514024}` Yes `fval = 4272.09398639 {'A': 277938.7511786992 'bg': 595.9704370194719 'angle': -10.737735838171048 'muy': 20.393663603633044 'mux': 20.45609123315205 'sigy': 3.4541235038618705 'sigx': 3.9241865484882306}` Yes No 54 `False` - `False` - Yes 55 `N/A` - `N/A` - Maybe* 56 `N/A` - `N/A` - Maybe* 57 `False` - `False` - Yes 58 `False` - `False` - Yes 59 `fval = 4418.04473129 {'A': 164681.39447219475 'bg': 596.9978973726122 'angle': -17.139428958270983 'muy': 20.95876182698452 'mux': 19.85543708988008 'sigy': 3.362686643959178 'sigx': 3.8397169861984675}` Yes `fval = 4418.04473092 {'A': 164681.70264208983 'bg': 596.9983092338543 'angle': -17.139283027085767 'muy': 20.95874990297424 'mux': 19.85543354503498 'sigy': 3.362700863885353 'sigx': 3.8397229801429376}` Yes No 60 `fval = 4610.60039396 {'A': 319708.85994253994 'bg': 613.5327931782713 'angle': -43.899247300098914 'muy': 20.56405919731121 'mux': 20.2286201106887 'sigy': 3.863725657398556 'sigx': 4.590393234638932}` Yes `fval = 4610.60039242 {'A': 319709.0369339089 'bg': 613.5326856086838 'angle': -43.8986229767998 'muy': 20.564062096726804 'mux': 20.22862210475931 'sigy': 3.8637277441432594 'sigx': 4.590389932093664}` Yes No 61 `fval = 2752.10117909 {'A': 182631.2835645885 'bg': 591.2215407590191 'angle': 70.25893214037794 'muy': 20.300980003176942 'mux': 20.249409688492452 'sigy': 3.7858562204114055 'sigx': 3.343284269671578}` Yes `fval = 2752.10117912 {'A': 182631.32074782145 'bg': 591.221275708658 'angle': 70.258827267302 'muy': 20.300980749551663 'mux': 20.249413195195743 'sigy': 3.785856605699093 'sigx': 3.3432813895505653}` Yes No 62 `N/A` - `N/A` - Maybe* 63 `N/A` - `N/A` - Maybe* 64 `fval = 6106.741426 {'A': 368886.4848467257 'bg': 631.222423488026 'angle': -47.332371930793755 'muy': 20.674651524614607 'mux': 20.378782564706572 'sigy': 3.8978757331995237 'sigx': 4.628509655256464}` Yes `fval = 6106.74142659 {'A': 368886.7104259557 'bg': 631.2220920896762 'angle': -47.33223696099 'muy': 20.674649657979227 'mux': 20.378781445996854 'sigy': 3.8978820585150316 'sigx': 4.628511308329306}` Yes No 65 `fval = 2840.3448445 {'A': 178891.51949023912 'bg': 592.3312884104407 'angle': 69.62310155761756 'muy': 20.066563304120553 'mux': 20.44847811272047 'sigy': 3.718498789711013 'sigx': 3.3066960525350986}` Yes ` fval = 2840.34484316 {'A': 178891.52944500942 'bg': 592.3309767525319 'angle': 69.62197711498797 'muy': 20.066558132030742 'mux': 20.448474294446438 'sigy': 3.7184972776412057 'sigx': 3.3066906793071618} ` Yes No 66 `fval = 2720.21432915 {'A': 62735.0146568316 'bg': 586.6536904849952 'angle': 69.07744733692374 'muy': 19.90920939981935 'mux': 20.42074852699166 'sigy': 3.5139394282350884 'sigx': 3.181286853701267}` Yes `fval = 2720.21432915 {'A': 62735.04727157366 'bg': 586.6537272044337 'angle': 69.07737862566472 'muy': 19.909209290961513 'mux': 20.4207456324564 'sigy': 3.5139402000949835 'sigx': 3.1812892894597713}` Yes No 67 `fval = 1425.16396008 {'A': 284.46911576243605 'bg': 585.5122090328953 'angle': -43.084958274948534 'muy': 19.51559938866986 'mux': 19.48514938830806 'sigy': 0.008321423268200276 'sigx': 1.2265775936045302}` No `False` - Yes 68 `fval = 2819.87433342 {'A': 71930.52867544629 'bg': 569.7278298993738 'angle': 67.11438535628906 'muy': 53.464930984669095 'mux': 20.241651513975683 'sigy': 2.688899600194102 'sigx': 8.150937814609495}` No `fval = 2819.87433342 {'A': 71930.52867544629 'bg': 569.7278298993738 'angle': 67.11438535628906 'muy': 53.464930984669095 'mux': 20.241651513975683 'sigy': 2.688899600194102 'sigx': 8.150937814609495}` No Yes 69 `fval = 2836.12587412 {'A': 22466.299254350273 'bg': 580.2194181831599 'angle': -46.246931857035875 'muy': 36.47658732160413 'mux': 28.66750901349609 'sigy': 3.2569428964990705 'sigx': 4.009772406205779}` Yes `fval = 2836.12587412 {'A': 22466.299254350273 'bg': 580.2194181831599 'angle': -46.246931857035875 'muy': 36.47658732160413 'mux': 28.66750901349609 'sigy': 3.2569428964990705 'sigx': 4.009772406205779}` Yes Maybe* 70 `fval = 44468.3064189 {'A': 1734183.5298197176 'bg': 674.403344625776 'angle': -2.8281925002770976 'muy': 20.515877704627304 'mux': 20.272017303721714 'sigy': 3.4083138464589795 'sigx': 3.690128478218381}` Yes `fval = 44468.3064189 {'A': 1734183.462712506 'bg': 674.4030654466023 'angle': -2.828108145916488 'muy': 20.515876983732056 'mux': 20.272016656907443 'sigy': 3.4083134988883392 'sigx': 3.69012771112927}` Yes No 71 `fval = 3179.47849754 {'A': 114277.94811849804 'bg': 571.1639721160285 'angle': 29.765867143661524 'muy': -1.5572919095303352 'mux': 39.113353708695975 'sigy': 5.385604774893013 'sigx': -0.2554914264279753}` No `fval = 3179.47849754 {'A': 114277.94811849804 'bg': 571.1639721160285 'angle': 29.765867143661524 'muy': -1.5572919095303352 'mux': 39.113353708695975 'sigy': 5.385604774893013 'sigx': -0.2554914264279753}` No Yes 72 `N/A` - `N/A` - Maybe* 73 `N/A` - `N/A` - Maybe* 74 `fval = 1732.10676118 {'A': 93537.18505703179 'bg': 586.6083313562021 'angle': 54.81841411571105 'muy': 20.547959159788054 'mux': 20.310717549063604 'sigy': 3.861048381504733 'sigx': 3.33456207604897}` Yes `fval = 1732.1067618 {'A': 93537.0877499103 'bg': 586.6085107374079 'angle': 54.8187339732178 'muy': 20.547957646384514 'mux': 20.31072545483871 'sigy': 3.861047060659338 'sigx': 3.33456902607316}` Yes No 75 ` fval = 3108.32833166 {'A': -2421536.2915422926 'bg': 576.1104140928438 'angle': -31.67448182109741 'muy': 12.927188258162724 'mux': 25.768624643445065 'sigy': 2.9345194281568263 'sigx': 26311.212292698896}` No `False` - Yes 76 `False` - `False` - Yes 77 `N/A` - `N/A` - Yes (Border) 78 `N/A` - `N/A` - Yes (Border) 79 `N/A` - `N/A` - Yes (Border) 80 `N/A` - `N/A` - Border 81 `N/A` - `N/A` - Border Totals 49/66 (Success/PyMinuit Totals) 32/32 (Physical/Stars) 45/66 (Success/iMinuit Totals) 32/32 (Physical/Stars) 32/66 (Starts/Minuit Totals)

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Obs. Hot Pixels section was filled by inspection
Obs2. Fisical Results are those where the star center (mux, muy) lay inside the frame [0,41]**2 and sigmas lay in the range [1,7] (optimum focus should produce sigma close to 2)
* Maybe indicates stars with a hotpixel or faintstars with a hotpixel close to the object.
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Performance (measured with Python %timeit() magic function):

• iMinuit: best of 3: 11 s per loop

Conclusions:

• iMinuit is easier to install than PyMinuit
• iMinuit is faster than PyMinuit
• iMinuit have more features than minuit (e.g. export to LaTeX and fake functions)
• Both detected and successfully minimized a 2D Gaussian on all the stars with same parameters
• PyMinuit "accidentely" fitted more Hot Pixels than iMinuit
Back to: LogBookAstronomy

 META FORM name="%25SYSTEMWEB%25.LogBookForm"

#### Revision 105 Sep 2013 - PedroPaiva

Line: 1 to 1
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 META TOPICPARENT name="LogBookAstronomy"

# Log Book Entry No.10

 Created: 05 Sep 2013 22:16:19 Last Revised: 09 Sep 2013 18:18:03 PedroPaiva Minuit and iMinuit analysis

```<--
Please DO NOT alter or remove the line below this line.
Set EDITMETHOD = wysiwyg

Please DO NOT alter or remove the line above this line.
-->```

Side-by-side comparison:

 roi number Minuit iMinuit HotPixel? 0 Yes 1 Yes 2 Yes 3 - - Yes 4 5 - - 6 Yes 7 - - Yes 8 Yes 9 False False Yes 10 False False Yes 11 - - Yes 12 False Yes 13 False False Yes 14 - - Yes 15 False False Yes 16 17 - - 18 19 20 21 22 - - Yes 23 24 False False Yes 25 - - Yes 26 - - Border 27 28 False False Yes 29 - - Yes (Border) 30 - - Yes 31 32 Yes 33 34 - - 35 36 - - Yes 37 - - Yes (Border) 38 - - Yes 39 Maybe* 40 False False Yes 41 - - 42 - - Maybe* 43 - - Double 44 - - Double 45 46 False False Yes 47 Yes 48 49 Yes 50 Yes 51 - - 52 Yes 53 - - 54 False False Yes 55 - - Maybe* 56 - - Maybe* 57 False False Yes 58 False False Yes 59 - - Double 60 61 - - 62 - - Maybe* 63 - - Maybe* 64 Double 65 66 - - Double 67 False Yes 68 - - Yes 69 Yes 70 - - 71 - - Yes 72 - - Maybe* 73 - - Maybe* 74 75 - - Yes 76 - - Yes 77 - - Yes (Border) 78 - - Yes (Border) 79 - - Yes (Border) 80 - - Border 81 - - Border Total

* Maybe indicates stars with a hotpixel or faintstars with a hotpixel close to the object.

Back to: LogBookAstronomy

 META FORM FORM FIELD Subject name="%25SYSTEMWEB%25.LogBookForm" Subject Minuit and iMinuit analysis Status blank Author PedroDeCarvalhoPaiva

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